{"id":"W4388376529","doi":"10.17816/eid611012","title":"In memory of Alexander Markusovich Bronshtein","year":2023,"lang":"en","type":"article","venue":"Epidemiology and Infectious Diseases","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medical school; Classics; Epidemiology; Medicine; Gerontology; Library science; Family medicine; History; Medical education; Pathology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002685514,0.0009627228,0.001000428,0.001429249,0.002180712,0.005933187,0.001039614,0.003657759,0.01553949],"category_scores_gemma":[0.01574718,0.0002940592,0.0004474054,0.0009000946,0.001902654,0.003510069,0.001594815,0.01110009,0.01501172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002026557,"about_ca_system_score_gemma":0.003493461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003171149,"about_ca_topic_score_gemma":0.006160403,"domain_scores_codex":[0.998153,0.0002689195,0.00009960722,0.000372491,0.0008826331,0.0002232836],"domain_scores_gemma":[0.9941494,0.001360064,0.0004505782,0.0001511396,0.002264998,0.001623743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001588257,0.000004444455,0.00004712035,0.00003080333,0.000002795949,0.0000380945,0.00003633214,0.000007163064,0.00001850439,0.0007499614,0.9925863,0.006462664],"study_design_scores_gemma":[0.000004884129,0.000008802456,0.0001337992,0.0001233981,0.000003530038,0.0001912138,0.00008212083,0.00001935428,0.00005714121,0.0008889174,0.9984785,0.000008337488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002796106,0.05350574,0.0002813734,0.4913017,0.4406371,0.00001180976,0.0001239772,0.00008764297,0.01377099],"genre_scores_gemma":[0.007580365,0.07037053,0.000434817,0.3493485,0.3648503,0.00004026963,0.000202257,0.0001996779,0.2069733],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01553949,"threshold_uncertainty_score":0.05198479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0475345202568899,"score_gpt":0.3842267591017966,"score_spread":0.3366922388449067,"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."}}