{"id":"W3164689996","doi":"10.36351/pjo.v33i3.47","title":"Leadership Development in Ophthalmology: Investing In the Future of the Profession","year":2017,"lang":"en","type":"article","venue":"Pakistan Journal of Ophthalmology","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acknowledgement; Accreditation; Core competency; Medical education; Healthcare delivery; Health professionals; Medical profession; Graduate medical education; Health care; Medicine; Political science; Public relations; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02086728,0.000425347,0.000502038,0.001824004,0.004731507,0.01359287,0.00114304,0.005254406,0.009597375],"category_scores_gemma":[0.02058954,0.0002969231,0.0004326577,0.001657671,0.007068238,0.01073934,0.01007035,0.008711092,0.002907967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006338855,"about_ca_system_score_gemma":0.0392451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003591466,"about_ca_topic_score_gemma":0.008688022,"domain_scores_codex":[0.9891726,0.00505891,0.0003667489,0.0005227712,0.002585384,0.002293651],"domain_scores_gemma":[0.9436491,0.01451825,0.003143327,0.001009808,0.005942116,0.03173742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001055949,0.0004150691,0.005534028,0.002165681,0.00004089073,0.0005091625,0.01360182,0.0003320993,0.0008553321,0.09040245,0.2123726,0.6736653],"study_design_scores_gemma":[0.0000552137,0.0004000674,0.008761629,0.008521413,0.00003100677,0.0009749535,0.02903494,0.0005122414,0.0003294242,0.09544948,0.8558341,0.00009560582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01193325,0.182826,0.004015944,0.7480325,0.009562799,0.00005769419,0.00003405113,0.0001844201,0.04335336],"genre_scores_gemma":[0.488901,0.3103345,0.02468626,0.1335657,0.01470017,0.0001844995,0.0001233493,0.0001618433,0.02734267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02086728,"threshold_uncertainty_score":0.110358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3275111249602153,"score_gpt":0.5147864903426158,"score_spread":0.1872753653824005,"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."}}