{"id":"W4205408868","doi":"10.1590/s1806-37132006000600022","title":"Perguntamos: qual o diagnóstico?","year":2006,"lang":"pt","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Youth, Drugs, and Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Humanities; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001684184,0.000604413,0.0007354194,0.0002064593,0.001253909,0.0003915547,0.001295575,0.0007964781,0.001395132],"category_scores_gemma":[0.0009447207,0.0005913532,0.0004397041,0.000819761,0.001037469,0.0004333087,0.0002212803,0.0009790132,0.001678753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005340909,"about_ca_system_score_gemma":0.0007779012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415094,"about_ca_topic_score_gemma":0.004155932,"domain_scores_codex":[0.994271,0.0009770709,0.0009043902,0.0009670986,0.001051875,0.001828573],"domain_scores_gemma":[0.9970806,0.001162218,0.0004870348,0.0005650313,0.0002055356,0.0004996282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001020642,0.0008075673,0.9290595,0.00009404992,0.00006984601,0.0005206356,0.01054417,0.0002061868,0.002620141,0.02289244,0.02906903,0.004014356],"study_design_scores_gemma":[0.0007634076,0.0003892718,0.9696207,0.0002057032,0.0001933569,0.00009038125,0.01284527,0.0005651229,0.0005749246,0.005084468,0.008495688,0.00117172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631739,0.001558912,0.0006781426,0.002415821,0.00245645,0.00042321,0.0001367133,0.00029795,0.02885891],"genre_scores_gemma":[0.9780626,0.0005170911,0.0001866056,0.0009071077,0.002973931,0.00003841122,0.00002605447,0.00005890555,0.0172293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04056118,"threshold_uncertainty_score":0.9996538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0313388106292696,"score_gpt":0.3175833848373938,"score_spread":0.2862445742081242,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}