{"id":"W4378767245","doi":"","title":"SaudiMEDs and CanMEDs frameworks: similarities and differences","year":2019,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evolutionary biology; Computer science; Computational biology; Biology","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":[0.02234271,0.0005411735,0.0004724699,0.01182008,0.00255996,0.007741154,0.001090903,0.001172533,0.003338389],"category_scores_gemma":[0.03861358,0.0003796867,0.000800944,0.0107596,0.005302878,0.005479821,0.005325209,0.001849533,0.0005038831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261095,"about_ca_system_score_gemma":0.02121706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02064573,"about_ca_topic_score_gemma":0.0473516,"domain_scores_codex":[0.9823039,0.006795899,0.0023187,0.0005712173,0.007192855,0.0008174198],"domain_scores_gemma":[0.9710492,0.01352472,0.00275723,0.001094334,0.009851752,0.001722704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001635147,0.0001551586,0.034685,0.006935803,0.0002210412,0.000602375,0.09924988,0.0007904097,0.001093008,0.2653206,0.03514846,0.5556348],"study_design_scores_gemma":[0.00003011664,0.00008787881,0.05478382,0.01191928,0.0001238593,0.00093854,0.1297152,0.000800868,0.0005412578,0.03822651,0.7626982,0.0001346094],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2828532,0.1851519,0.03638177,0.09618982,0.003677898,0.001808489,0.002649458,0.0004425012,0.3908449],"genre_scores_gemma":[0.8956244,0.03866834,0.04792471,0.0069284,0.0002682731,0.0009114377,0.001605054,0.0001532329,0.007916145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02234271,"threshold_uncertainty_score":0.118161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943883979269908,"score_gpt":0.5451005569376207,"score_spread":0.3507121590106299,"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."}}