{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009796636,0.0001605025,0.0004861312,0.0001881706,0.0008638201,0.00001121755,0.001402127,0.000304657,0.0001307479],"category_scores_gemma":[0.0009524004,0.00009006983,0.00008417964,0.0001947967,0.0002677008,0.0001462094,0.0002863075,0.001892691,0.000008144668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265821,"about_ca_system_score_gemma":0.0009629942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002433541,"about_ca_topic_score_gemma":0.000198626,"domain_scores_codex":[0.9928995,0.004340277,0.001633635,0.0001780113,0.0003726628,0.0005758879],"domain_scores_gemma":[0.9962586,0.0008225258,0.002022268,0.000624236,0.0001936827,0.00007872795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002409909,0.0001953775,0.9490529,0.0008840782,0.00002513972,0.001771472,0.03731056,0.000007669007,0.00009613248,0.007540793,0.0003725075,0.002502337],"study_design_scores_gemma":[0.001006618,0.000153363,0.9164278,0.001150616,0.000008639426,0.001542367,0.07310461,0.000002532354,0.00003449429,0.003249848,0.003221053,0.00009806786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957956,0.0005553693,0.000007006488,0.02928548,0.001871485,0.0006237122,0.000001648624,0.000002340349,0.009696941],"genre_scores_gemma":[0.9977925,0.00001312634,0.0005313525,0.0006528207,0.0002826882,0.0000316268,8.534206e-7,0.00001309514,0.000681952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03983646,"threshold_uncertainty_score":0.8222906,"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."}}