{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003837774,0.000498886,0.0007294999,0.001620699,0.006030969,0.007663742,0.001168131,0.003838729,0.05526582],"category_scores_gemma":[0.01147041,0.0003471416,0.0003961135,0.001615164,0.004248196,0.009622022,0.006818267,0.00815351,0.01811767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005325614,"about_ca_system_score_gemma":0.01420807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00579703,"about_ca_topic_score_gemma":0.01972612,"domain_scores_codex":[0.996516,0.001281393,0.0001719016,0.000337061,0.0008596707,0.0008339425],"domain_scores_gemma":[0.9892856,0.0007411971,0.0005898503,0.0001946957,0.002099402,0.00708909],"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":[0.00005902401,0.0002315369,0.01973673,0.0008479691,0.00002295117,0.0006532634,0.008967779,0.00006460998,0.0004486328,0.03487818,0.6839167,0.2501727],"study_design_scores_gemma":[0.0000154509,0.00009315828,0.0139955,0.003133275,0.00001152767,0.001101704,0.031947,0.00005363638,0.0001479608,0.01475254,0.9347066,0.0000416632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006430322,0.02825024,0.0007615581,0.8855728,0.01642991,0.00008252241,0.0002854226,0.0001238481,0.06206333],"genre_scores_gemma":[0.2304542,0.07878247,0.007116967,0.4390623,0.01914392,0.0003587147,0.0009366699,0.0003460288,0.2237987],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05526582,"threshold_uncertainty_score":0.1848826,"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."}}