{"id":"W4210681859","doi":"10.46903/gjms/18.04.906","title":"MEDICAL EDUCATION IS CHANGING IN PAKISTAN","year":2021,"lang":"en","type":"article","venue":"Gomal Journal of Medical Sciences","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Apprenticeship; Presentation (obstetrics); Curriculum; Medical education; Foundation (evidence); Medical history; Training system; Pedagogy; Surgery; Law","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":[0.002019655,0.0002511602,0.0002953505,0.001436378,0.005060481,0.004304656,0.0006455628,0.002520785,0.01126504],"category_scores_gemma":[0.003576824,0.0002877026,0.0002699554,0.003367512,0.003660857,0.002570871,0.002413862,0.003796354,0.001135208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01294458,"about_ca_system_score_gemma":0.02199281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06227431,"about_ca_topic_score_gemma":0.06704535,"domain_scores_codex":[0.9978629,0.0002604325,0.0001738812,0.0002330892,0.0005746941,0.0008950795],"domain_scores_gemma":[0.9951944,0.0005360246,0.0008272767,0.0001051798,0.001104566,0.002232553],"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":[0.000490331,0.001046979,0.2470849,0.003026256,0.0000955117,0.01084363,0.04895753,0.001265255,0.004443332,0.1540834,0.177848,0.3508149],"study_design_scores_gemma":[0.00005963153,0.0002548796,0.3520885,0.0006460344,0.00001844209,0.002512216,0.0357328,0.0002139652,0.0003756782,0.00540614,0.6025964,0.00009537919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4358824,0.02447676,0.0006261451,0.4183964,0.006695755,0.0001036242,0.001736857,0.0001166573,0.1119654],"genre_scores_gemma":[0.9203569,0.01859986,0.0009741585,0.04516029,0.002131788,0.00003515461,0.000424974,0.0000255635,0.01229139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06227431,"threshold_uncertainty_score":0.1238236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02906405941071922,"score_gpt":0.4406136768959062,"score_spread":0.411549617485187,"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."}}