{"id":"W4410343456","doi":"10.2196/72330","title":"Establishing a System for Medical Certification of Cause of Death for Noninstitutional Deaths in a Selected Area of Kolar District, Karnataka, India: Protocol for a Population-Based Feasibility and Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Autopsy Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Certification; Cause of death; Medicine; Population; District hospital; Family medicine; Medical emergency; Environmental health; Alternative medicine; Disease; Pathology; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06151282,0.001563841,0.001481858,0.003650584,0.003507834,0.001813073,0.002758933,0.001840123,0.01444408],"category_scores_gemma":[0.03722489,0.001731611,0.001870512,0.002914403,0.002208711,0.002119996,0.002026331,0.002693324,0.004480102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005124424,"about_ca_system_score_gemma":0.026888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006873813,"about_ca_topic_score_gemma":0.01333987,"domain_scores_codex":[0.9683856,0.02037311,0.005124608,0.001578106,0.002671258,0.001867249],"domain_scores_gemma":[0.9609045,0.009971039,0.005797077,0.006215426,0.01443045,0.002681514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.05526316,0.09678663,0.3207638,0.02574184,0.0008206572,0.006915231,0.05148092,0.01167175,0.02709679,0.01783229,0.08377613,0.3018508],"study_design_scores_gemma":[0.03097872,0.07814612,0.6331195,0.007759687,0.0006205802,0.00166302,0.04147135,0.009729417,0.01386267,0.004982865,0.176905,0.0007610398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01213872,0.0000308374,0.002764938,0.00009275883,0.00003170885,0.9828993,0.001022691,0.00002888203,0.0009902756],"genre_scores_gemma":[0.0107363,0.00007056673,0.007396607,0.0001574275,0.00001709137,0.9805177,0.0007454267,0.000005311781,0.0003535877],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06151282,"threshold_uncertainty_score":0.3253148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2637927350064121,"score_gpt":0.5538968174573042,"score_spread":0.2901040824508921,"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."}}