{"id":"W2041816534","doi":"10.1016/s0008-4182(02)80123-5","title":"James R. Lewis, MD, FRCSC","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy; Art","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":[0.0004394086,0.0003285996,0.0003101264,0.0007995002,0.001233421,0.0009363426,0.0003626418,0.00136866,0.1139276],"category_scores_gemma":[0.004104665,0.000193108,0.0001541583,0.0003837215,0.0003221679,0.001012487,0.0005652065,0.001417314,0.02383122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008452998,"about_ca_system_score_gemma":0.001973459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01347804,"about_ca_topic_score_gemma":0.02671194,"domain_scores_codex":[0.9996805,0.00003516511,0.00001983975,0.00006212279,0.0001445189,0.00005782925],"domain_scores_gemma":[0.998331,0.0002706745,0.00006999206,0.00003155632,0.0005825353,0.000714218],"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":[0.00005443195,0.00005570773,0.003500993,0.0001136861,0.000006112876,0.001152138,0.0001094147,0.0001005875,0.0004849714,0.001133212,0.8658642,0.1274246],"study_design_scores_gemma":[0.00004171093,0.00007340791,0.008997338,0.0003808039,0.00001744949,0.01002315,0.0005468928,0.0002915898,0.0006969505,0.001393145,0.9775031,0.00003453116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02102873,0.06764891,0.004072031,0.5150381,0.03096899,0.0001576285,0.0009290692,0.0006512793,0.3595053],"genre_scores_gemma":[0.1135658,0.08144228,0.003700579,0.04996763,0.01218836,0.00008091517,0.0004517213,0.0002000976,0.7384026],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1139276,"threshold_uncertainty_score":0.3811257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1837053770561676,"score_gpt":0.4120555051974305,"score_spread":0.2283501281412629,"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."}}