{"id":"W1591203176","doi":"10.1186/1471-2458-10-491","title":"Child mortality from solid-fuel use in India: a nationally-representative case-control study","year":2010,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Global Health Research; St. Michael's Hospital","funders":"University of Toronto","keywords":"Solid fuel; Medicine; Firewood; Biostatistics; Environmental health; Demography; Epidemiology; Pediatrics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"case_report","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001555026,0.0001882973,0.0002549704,0.00008507848,0.0002160201,0.00009746545,0.0002490424,0.0001035361,0.002469611],"category_scores_gemma":[0.0004915764,0.0001726286,0.00004771265,0.00030484,0.0001458055,0.0009435845,0.0001557582,0.0004945159,0.0001786125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003084787,"about_ca_system_score_gemma":0.0001166524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03365292,"about_ca_topic_score_gemma":0.1259093,"domain_scores_codex":[0.9974638,0.000501973,0.0004319773,0.0005149489,0.0005192782,0.0005679901],"domain_scores_gemma":[0.9985079,0.0003354247,0.0001767191,0.0004904987,0.000005466067,0.0004839666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001038962,0.0009178173,0.9943939,0.000002687545,0.00002476851,0.0001605457,0.002225453,0.001259278,0.00003105514,0.0001636315,0.0002536147,0.0005568304],"study_design_scores_gemma":[0.001372005,0.00007634192,0.9964606,0.000002773041,0.00000538844,0.00003265715,0.0005745327,0.0004623203,0.000004458253,0.0002477557,0.0006015799,0.0001595568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956305,0.00001097461,0.0002989545,0.0009979832,0.000170271,0.0006383427,0.0001321321,0.00004068498,0.002080165],"genre_scores_gemma":[0.9971641,0.000007242221,0.000615229,0.00189956,0.00008398682,0.00007625743,0.00003642472,0.00001743146,0.00009972687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09225637,"threshold_uncertainty_score":0.9984423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0389944334106138,"score_gpt":0.3204497393110808,"score_spread":0.281455305900467,"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."}}