{"id":"W2002616170","doi":"10.3129/i07-156","title":"Motivations and future trends: a survey of Canadian ophthalmology residents","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Mentorship; Subspecialty; Medicine; Ophthalmology; Family medicine; Optometry; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001364149,0.0001484394,0.0005104855,0.00311452,0.0001216573,0.000009391497,0.000131213,0.0002896234,0.002259871],"category_scores_gemma":[0.000616457,0.0001387192,0.000099704,0.000910575,0.0002704013,0.00007848778,0.000006623394,0.0003847943,0.000004263702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001395984,"about_ca_system_score_gemma":0.002484486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5598015,"about_ca_topic_score_gemma":0.2135535,"domain_scores_codex":[0.9984093,0.000186023,0.0005969075,0.0001514558,0.0001254824,0.0005308639],"domain_scores_gemma":[0.9973729,0.0002372199,0.0002572584,0.0001961018,0.0005895753,0.001346896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001367408,0.00002180862,0.9148293,0.00002109614,0.0001407552,0.08186916,0.0003083344,0.000001684255,0.0001089625,0.0003861279,0.001463025,0.0007129841],"study_design_scores_gemma":[0.0003316498,0.0003223823,0.7151345,0.00003136192,0.00003608445,0.2821877,0.0001257887,6.326508e-7,0.0001575941,0.00005061615,0.001547921,0.00007373216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674209,0.001360518,0.000002946026,0.001247984,0.0007969734,0.00006416978,0.00005609588,0.000001273788,0.02904911],"genre_scores_gemma":[0.9982181,0.00001529163,0.0002648188,0.00009662269,0.0002881236,5.435184e-7,0.00002755272,0.0000188373,0.001070177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.346248,"threshold_uncertainty_score":0.9986522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344755288898532,"score_gpt":0.2992350995007714,"score_spread":0.255787546611786,"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."}}