{"id":"W2927778866","doi":"","title":"Practice Pattern Differences in Generations of Canadian Ophthalmologists over Two Decades","year":2018,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Optometry; Geography; History; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00126914,0.0002155701,0.0003676024,0.003178091,0.001936116,0.001677638,0.001758363,0.001520069,0.003937561],"category_scores_gemma":[0.01124274,0.0003560815,0.0007544549,0.004645538,0.0005245031,0.00083378,0.001056108,0.001149885,0.0003431451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01539563,"about_ca_system_score_gemma":0.02459628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9312385,"about_ca_topic_score_gemma":0.9544971,"domain_scores_codex":[0.9978474,0.0001553098,0.0001924483,0.0003439631,0.0006472056,0.0008136216],"domain_scores_gemma":[0.9876111,0.001202585,0.002827694,0.0002687805,0.004439306,0.003650489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001085762,0.00004364759,0.9877177,0.00003544742,0.00006854434,0.000110402,0.003215826,0.0001029464,0.0001230856,0.000202075,0.001812104,0.006459498],"study_design_scores_gemma":[0.000005294412,0.00001526341,0.9955624,0.00003658098,0.00001326241,0.00009159888,0.003093238,0.0001281541,0.00002367427,0.00002374482,0.0009967673,0.000009862788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888195,0.001787244,0.00008759593,0.001855237,0.00004592818,0.00002896019,0.003450813,0.00001555979,0.003909001],"genre_scores_gemma":[0.9957781,0.0007661995,0.0001247087,0.00036209,0.00001968539,0.00001980404,0.001493559,0.000009636212,0.001426127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06876147,"threshold_uncertainty_score":0.1383328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022401320962106,"score_gpt":0.4118332187222659,"score_spread":0.3095930866260553,"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."}}