{"id":"W3116406640","doi":"10.33899/mmed.2020.127346.1033","title":"Under-Graduate Oncology Education in Iraq: Roadmap for Improvement","year":2020,"lang":"en","type":"article","venue":"Annals of the College of Medicine Mosul/Annals of the College of Medecine","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Radiation oncology; Graduation (instrument); Oncology; Curriculum; Economic shortage; Internal medicine; Oncology nursing; Medical education; Radiation therapy; Psychology; Nurse education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01490101,0.001292462,0.0009972046,0.002386293,0.003193043,0.006585774,0.003738113,0.004945531,0.02994252],"category_scores_gemma":[0.02047705,0.0005370001,0.001622626,0.001600168,0.001678864,0.005267284,0.008480979,0.008058819,0.006064301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007407861,"about_ca_system_score_gemma":0.1126045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01704859,"about_ca_topic_score_gemma":0.01996658,"domain_scores_codex":[0.9929564,0.002341859,0.0003398859,0.000425172,0.001618081,0.002318602],"domain_scores_gemma":[0.9629205,0.003350523,0.001748124,0.0007358665,0.008342537,0.02290247],"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":[0.0002127031,0.002031389,0.01533252,0.00917413,0.00009970061,0.0005639908,0.00433343,0.001525567,0.001411819,0.01981107,0.2528601,0.6926435],"study_design_scores_gemma":[0.0003458726,0.001603003,0.09421427,0.01981758,0.0001829981,0.0006879423,0.02239762,0.002394195,0.001148129,0.01381867,0.843234,0.0001557762],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02705262,0.06398277,0.01065662,0.8472825,0.009581681,0.001776415,0.001338289,0.001718251,0.03661079],"genre_scores_gemma":[0.4182502,0.1549741,0.217931,0.1564985,0.007474615,0.0058791,0.005792224,0.0004524593,0.03274785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02994252,"threshold_uncertainty_score":0.1001677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1331708677162067,"score_gpt":0.4421177585331025,"score_spread":0.3089468908168957,"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."}}