{"id":"W4379212045","doi":"10.51642/ppmj.v26i3.143","title":"MEDICAL EDUCATION-WHERE DO WE STAND?","year":2015,"lang":"en","type":"article","venue":"Pakistan Postgraduate Medical Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004522122,0.0003312231,0.000557331,0.0004421628,0.0002615112,0.0001497813,0.0005990515,0.0005069941,0.007611759],"category_scores_gemma":[0.01399594,0.0002536859,0.0001811363,0.001034248,0.0005623954,0.0002195273,0.0001078811,0.002522996,0.0004774129],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008189286,"about_ca_system_score_gemma":0.02300095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003183444,"about_ca_topic_score_gemma":0.0000112308,"domain_scores_codex":[0.9911617,0.0002618115,0.001400806,0.0004057451,0.006084438,0.0006854914],"domain_scores_gemma":[0.9937325,0.0001326455,0.0003482062,0.0005297462,0.001942154,0.0033148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001838899,0.001001457,0.005709123,0.0001310053,0.00009735789,0.0005302268,0.0009306264,3.027709e-7,0.000006189503,0.00513768,0.5568889,0.4293832],"study_design_scores_gemma":[0.003628856,0.0004710699,0.001685088,0.002895353,0.0001332123,0.01497105,0.004371612,0.0006651594,0.00002544379,0.006504894,0.9643051,0.00034314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.178141,0.06741876,0.01683827,0.6779283,0.01489626,0.0009622753,0.00001378204,0.0003783578,0.043423],"genre_scores_gemma":[0.9041914,0.01806501,0.02127902,0.02765783,0.01587177,0.0001088973,0.0001156329,0.0002568355,0.01245355],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7260504,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526843225131308,"score_gpt":0.3877768983070065,"score_spread":0.3625084660556934,"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."}}