{"id":"W4377290774","doi":"10.18192/uojm.v13i01.6482","title":"Insufficient Ophthalmology Exposure in Canadian Medical Schools","year":2023,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Graduation (instrument); Medical education; Medicine; Medical school; Ophthalmology; Optometry; Family medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003486503,0.0003387131,0.0006062869,0.005138105,0.01174441,0.004498339,0.002846106,0.001644533,0.01679305],"category_scores_gemma":[0.01494924,0.0006109393,0.0008399116,0.009433121,0.002243314,0.001138716,0.003280791,0.002318725,0.0008076209],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1058276,"about_ca_system_score_gemma":0.1933205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9879046,"about_ca_topic_score_gemma":0.9951591,"domain_scores_codex":[0.9872083,0.0006774304,0.0006622071,0.0009416826,0.006129622,0.004380827],"domain_scores_gemma":[0.957848,0.001672401,0.005718537,0.0005533678,0.0115775,0.02263006],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000271023,0.000339742,0.8094738,0.0008445904,0.000099102,0.001182,0.01897147,0.0003229895,0.0007422982,0.007098992,0.0800541,0.08059988],"study_design_scores_gemma":[0.00001979784,0.000057781,0.9565807,0.0005602182,0.00003338722,0.00024801,0.01291081,0.0002396256,0.0001092186,0.0002673596,0.02891628,0.00005677273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8569388,0.007443898,0.0004350864,0.05373199,0.000983405,0.000243359,0.004477276,0.0002104141,0.07553584],"genre_scores_gemma":[0.9869594,0.002145341,0.0004069097,0.004466243,0.0001103806,0.00003296879,0.0008256921,0.00003048018,0.005022689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9965135,"threshold_uncertainty_score":0.7678365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0741105518867584,"score_gpt":0.4096207611005349,"score_spread":0.3355102092137765,"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."}}