{"id":"W4380879271","doi":"10.32894/kjms.2023.136491.1053","title":"Accreditation of the Iraqi Medical Colleges: Urgent call for action","year":2023,"lang":"en","type":"article","venue":"Kirkuk journal of medical sciences","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Agency (philosophy); Medical education; Political science; Work (physics); Medicine; Business; Public relations; Engineering; Sociology; 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":[0.1201136,0.001883422,0.003522909,0.004862348,0.01139738,0.01791335,0.01268457,0.0685083,0.0502736],"category_scores_gemma":[0.1578734,0.001395514,0.004161876,0.004091834,0.01453984,0.01738696,0.0191988,0.0501944,0.01525758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01425579,"about_ca_system_score_gemma":0.1868258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03697288,"about_ca_topic_score_gemma":0.03639543,"domain_scores_codex":[0.9201894,0.02029144,0.005423354,0.004579446,0.03416916,0.01534718],"domain_scores_gemma":[0.584932,0.09374849,0.01401746,0.01661464,0.1381718,0.1525155],"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":[0.00004174295,0.0003306583,0.001600033,0.00057672,0.00001580609,0.0001820651,0.0005502235,0.0001348001,0.0002013751,0.008895309,0.9193358,0.06813534],"study_design_scores_gemma":[0.0001158833,0.0001576059,0.007852014,0.004555949,0.00002565618,0.0003271867,0.003914561,0.0006475257,0.0001968279,0.01148011,0.9705673,0.0001591767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004944331,0.006675595,0.000721131,0.9769493,0.01126922,0.00009722461,0.00011673,0.0002534465,0.003423021],"genre_scores_gemma":[0.01999046,0.0120345,0.0159367,0.9152742,0.01938619,0.0006044964,0.001003162,0.0003433429,0.01542689],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1201136,"threshold_uncertainty_score":0.6352289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875973822985577,"score_gpt":0.4752915266405635,"score_spread":0.2876941443420058,"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."}}