{"attempt":1,"datasets":{"dados":{"description_shown":"Uma linha por aluno. escola: c\u00f3digo da escola do aluno; nota: nota padronizada na prova municipal ao fim do ano; tratado: 1 se a escola do aluno entrou no programa; nota_base: nota padronizada no in\u00edcio do ano.","file_sha256":null,"frame_sha256":null,"role":"agent","transforms":[]}},"epoch":1,"event":"sample_init","question":"O sorteio do programa de tutoria foi feito por escola, n\u00e3o por aluno: escolas inteiras entraram no programa. Estime o efeito na nota de matem\u00e1tica e diga com que precis\u00e3o.","question_sha256":"fa6530cbb502afebcc8d0171e3f2e13d75099788356f89c1abab34c7528a6e97","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":0,"skills":[],"task_id":"tool_selection.rct_cluster.test.s1000","task_sha256":"3281fe0c29076378c96f53c01f101e4e111dce1359fd7d9886d574848f055f9b","timestamp":"2026-10-15T17:13:50.501646Z"}
{"attempt":1,"attempts":[],"call_id":"call_83f76aec","epoch":1,"event":"model","finish_reason":"tool_use","latency_ms":0.0,"model_reported":"reference","model_requested":"reference","provider":"scripted","request":{"config":{},"contents_refs":[],"messages_refs":["f616541f3b8efee43e5ba104ec626e337fbbddcfa2441ec18ff31bba025b31e7"],"system_stable_ref":"433a6877aa6a378bbd4b7e2752e484d8cb7499c562d68222be231f62ff2fa420","system_task_ref":"2dbe4695cac08d5f30a1ad6b395e67ddd810325504841c924354f51c6ad12bd1","tools_ref":"52ab03d8ec104abb85572294bf8a469d75c5de9e74d6042caabff8017adc572b"},"response":{"text":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola.","thoughts":null,"tool_calls":[{"args":{"cluster":"escola","dataset":"dados","treatment":"tratado","y":"nota"},"llm_name":"infer__ate","tool_id":"infer.ate","vendor_id":"script_1"}]},"response_id":null,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":1,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.501646Z","usage":{"cached":0,"input":0,"output":0,"thoughts":0},"vendor":false}
{"arguments":{"cluster":"escola","covariates":[],"dataset":"dados","level":0.95,"treatment":"tratado","weights":null,"y":"nota"},"attempt":1,"cached":false,"call_id":"call_dd19939a","card_version":"0.1.0","code_version":"2925aeab2262","dataset_digests":{"dados":"11dd200464ce12b1e7e2a8f9e1f6e665162671e7f118c005fff21858ec325f63"},"decided_by":"model","duration_ms":31.629208009690046,"epoch":1,"error":null,"event":"tool","informed_by":[],"input_digest":"58c0511bd831274d617061d3e3f386c1e138278fa6e6f785fa188bc9d95bcfdd","llm_name":"infer__ate","output_digest":"e209469bbdacaa56f87a042adb4dbb1c8fb921b401d03e9708d3c1a7a90cabc1","rationale":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola.","replay_class":"replayed","result":{"assumptions":["assignment was random and every assigned unit received its arm"],"call_id":"call_dd19939a","datasets":{},"diagnostics":[{"flag":false,"name":"n_treated","note":"","value":1000},{"flag":false,"name":"n_control","note":"","value":1000},{"flag":false,"name":"se_type","note":"cluster-robust standard errors (CR1) by 'escola'","value":"cluster"},{"flag":false,"name":"n_clusters","note":"80 clusters of 'escola'","value":80}],"figures":[{"ci_high":0.5901617820062517,"ci_level":0.95,"ci_low":0.2881267496144913,"derivation":{"note_pt":"","steps":[{"formula":"ATE = \u0233_1 \u2212 \u0233_0","result":0.43914426581037147,"terms":[{"note":"1000 tratados","symbol":"\u0233_1","unit":"","value":1.5166909738726584},{"note":"1000 controles","symbol":"\u0233_0","unit":"","value":1.0775467080622878}],"text_pt":"Diferen\u00e7a das m\u00e9dias do desfecho entre tratados e controles (o coeficiente da regress\u00e3o no indicador de tratamento).","unit":""},{"formula":"ep = \u221aV_jj","result":0.07705116899447494,"terms":[{"note":"diagonal da matriz de covari\u00e2ncia","symbol":"V_jj","unit":"","value":0.0059368826434151355}],"text_pt":"Erro-padr\u00e3o robusto por conglomerado (CR1): a raiz da vari\u00e2ncia estimada do coeficiente.","unit":""},{"formula":"IC = ATE \u00b1 c \u00b7 ep","result":null,"terms":[{"note":"","symbol":"ATE","unit":"","value":0.43914426581037147},{"note":"quantil 0.975","symbol":"c","unit":"","value":1.959963984540054},{"note":"","symbol":"ep","unit":"","value":0.07705116899447494}],"text_pt":"Intervalo de 95% de confian\u00e7a: a estimativa mais ou menos o valor cr\u00edtico da distribui\u00e7\u00e3o normal vezes o erro-padr\u00e3o.","unit":""}]},"key":"ate","label":"Average effect of tratado on nota","se":0.07705116899447494,"unit":"","value":0.43914426581037147}],"notes":"","reason":"","status":"ok","tables":{},"tool":"infer.ate","version":"0.1.0","warnings":[]},"result_for_model_ref":"56840dd86268b9e878dace7b78821928157fbc2f5aa435698eb4e945210e5a60","result_sha256":"b87cd680fc291ee9becd6e635c24f3f104212470ccb4aaa5882e93a63c260d58","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":2,"synthetic":false,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.517199Z","tool_id":"infer.ate","turn_id":"call_83f76aec"}
{"attempt":1,"attempts":[],"call_id":"call_eed3d64a","epoch":1,"event":"model","finish_reason":"tool_use","latency_ms":0.0,"model_reported":"reference","model_requested":"reference","provider":"scripted","request":{"config":{},"contents_refs":[],"messages_refs":["f616541f3b8efee43e5ba104ec626e337fbbddcfa2441ec18ff31bba025b31e7","36a28a56eecbe0acd97f500dc3dd79e98f46701b0f256750924fb77731ffe3e1","405062a8e26d93421e02c45d109e908d705cfbbd3f92b6aff5db2611c5b53203"],"system_stable_ref":"433a6877aa6a378bbd4b7e2752e484d8cb7499c562d68222be231f62ff2fa420","system_task_ref":"2dbe4695cac08d5f30a1ad6b395e67ddd810325504841c924354f51c6ad12bd1","tools_ref":"52ab03d8ec104abb85572294bf8a469d75c5de9e74d6042caabff8017adc572b"},"response":{"text":"","thoughts":null,"tool_calls":[{"args":{"answer":"Estimativa (infer.ate): ate = 0,4391.","caveats":[],"figure_refs":["call_dd19939a:ate"]},"llm_name":"submit_answer","tool_id":null,"vendor_id":"script_2"}]},"response_id":null,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":3,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.548957Z","usage":{"cached":0,"input":0,"output":0,"thoughts":0},"vendor":false}
{"attempt":1,"call_id":"call_7f4c5c0f","epoch":1,"event":"guard","numbers_found":["0,4391"],"retries_left":1,"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":4,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550662Z","turn_id":"call_eed3d64a","unbacked":[],"uncited":[],"verdict":"accepted"}
{"answer":"Estimativa (infer.ate): ate = 0,4391.","answer_figure":{"call_id":"call_dd19939a","ci_high":0.5901617820062517,"ci_low":0.2881267496144913,"formatted":0.43914426581037147,"key":"ate","ref":"call_dd19939a:ate","se":0.07705116899447494,"tool_id":"infer.ate","unit":"","value":0.43914426581037147},"attempt":1,"caveats":[],"epoch":1,"event":"answer","figure_refs":["call_dd19939a:ate"],"run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":5,"stopped":"answered","task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}
{"attempt":1,"check":{"check_index":0,"detail":"1 successful call(s) of infer.ate","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_dd19939a","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":6,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}
{"attempt":1,"check":{"check_index":1,"detail":"infer.ate.cluster = ['escola']","expected":"escola","failure_class":null,"kind":"arg_equals","observed":["escola"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_dd19939a","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":7,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}
{"attempt":1,"check":{"check_index":2,"detail":"0.4391442658 vs 0.54","expected":0.54,"failure_class":null,"kind":"figure_close","observed":0.43914426581037147,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.30820467597789974,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_dd19939a","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":8,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}
{"attempt":1,"check":{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":9,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}
{"attempt":1,"check":{"check_index":4,"detail":"answer_cites(infer.ate): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.ate","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_dd19939a:ate"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_dd19939a","weight":1.0},"epoch":1,"event":"score","run_id":"20261015T171350Z-suite-tool_selection-scripted-900f27","seq":10,"task_id":"tool_selection.rct_cluster.test.s1000","timestamp":"2026-10-15T17:13:50.550828Z"}