{"id":"W2003641432","doi":"10.1371/journal.pone.0030336","title":"Factors Associated with Physician Agreement on Verbal Autopsy of over 11500 Injury Deaths in India","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; Hospital for Sick Children; Centre for Global Health Research; SickKids Foundation; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Verbal autopsy; Injury prevention; Poison control; Respondent; Cause of death; Cohen's kappa; Autopsy; External cause; Occupational safety and health; Multivariate analysis; Logistic regression; Suicide prevention; Kappa; Emergency medicine; Demography; Medical emergency; Internal medicine; Pathology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003525505,0.0001401063,0.0001777792,0.001071472,0.0003571432,0.000695594,0.0005165127,0.0002209278,0.0008334316],"category_scores_gemma":[0.02293519,0.0001711895,0.000223647,0.001170728,0.0004939933,0.0003356097,0.0007944851,0.0003986041,0.0001766326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004495397,"about_ca_system_score_gemma":0.0005133396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007839115,"about_ca_topic_score_gemma":0.007079605,"domain_scores_codex":[0.9955361,0.00199192,0.0007639895,0.0003987194,0.001040839,0.0002684985],"domain_scores_gemma":[0.9742285,0.009938612,0.01077467,0.001341802,0.0031043,0.0006121509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002845974,0.000007172201,0.9978489,0.00001236765,0.00001369969,0.00004912209,0.0006387757,0.00006505906,0.00004556175,0.00001509699,0.00008186097,0.001193984],"study_design_scores_gemma":[0.000001343221,0.00003560476,0.996977,0.00001776763,0.00001238877,0.0003394311,0.001826454,0.0003688039,0.0001386349,0.0000301879,0.0002461252,0.000006249345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986942,0.0001489468,0.0001694946,0.0001045776,0.000008381779,0.000009218145,0.0001462308,0.000007127587,0.0007118043],"genre_scores_gemma":[0.9996722,0.00005230421,0.00009633299,0.00001380145,0.000004430143,0.000004091281,0.00009750414,0.000001555425,0.0000577818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007839115,"threshold_uncertainty_score":0.01864493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06812949459091211,"score_gpt":0.3006284267671953,"score_spread":0.2324989321762832,"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."}}