{"id":"W3120244183","doi":"10.1016/j.jcjo.2020.12.007","title":"New virtual CaRMS: perspectives from residency programs","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Ophthalmology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of Alberta; Université de Montréal; McGill University","funders":"","keywords":"Medical education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008139621,0.0005395099,0.0006824613,0.0005972343,0.02242835,0.01316494,0.002759712,0.0575884,0.02758423],"category_scores_gemma":[0.01985145,0.0006926483,0.0008650825,0.001035054,0.007229166,0.0083381,0.007051118,0.03932678,0.003098452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008611598,"about_ca_system_score_gemma":0.01880861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02682144,"about_ca_topic_score_gemma":0.1199892,"domain_scores_codex":[0.9929161,0.002144536,0.0002838688,0.0005198346,0.001536898,0.002598804],"domain_scores_gemma":[0.9634323,0.01036021,0.001076158,0.000474241,0.00339895,0.02125805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007339805,0.0001444753,0.00286492,0.0001054353,0.00001167608,0.006729917,0.005248765,0.0001041028,0.0003141203,0.01223846,0.9563168,0.01584792],"study_design_scores_gemma":[0.0000597019,0.00008542414,0.002507351,0.0004425441,0.00001347247,0.003989578,0.03093738,0.0001586735,0.0001325106,0.004897708,0.9567107,0.00006496669],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002314319,0.001366276,0.00004392711,0.9845483,0.004898896,0.000004118398,0.00001288573,0.000006465953,0.006804849],"genre_scores_gemma":[0.04280874,0.002571216,0.0001775572,0.9274206,0.01056319,0.00002958853,0.00001566954,0.00003422765,0.01637912],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9731786,"threshold_uncertainty_score":0.09227842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05024754850643074,"score_gpt":0.2916329969002476,"score_spread":0.2413854483938169,"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."}}