{"id":"W4244359187","doi":"10.15766/mep_2374-8265.8585","title":"Surgery 101 Podcast: Episodes 11–20","year":2011,"lang":"en","type":"article","venue":"MedEdPORTAL","topic":"Vascular anomalies and interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005086964,0.0007724142,0.0005174566,0.001144418,0.0008864943,0.002642018,0.0008577311,0.001186752,0.402389],"category_scores_gemma":[0.003091634,0.0002720446,0.0006579377,0.0005547408,0.0002132868,0.0009581782,0.002436487,0.002135234,0.1277779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007584759,"about_ca_system_score_gemma":0.0008268381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008587381,"about_ca_topic_score_gemma":0.00261643,"domain_scores_codex":[0.9996175,0.00005319803,0.00002439154,0.00003343809,0.0001586639,0.0001127851],"domain_scores_gemma":[0.9981562,0.000243004,0.000138195,0.0001054038,0.0003265084,0.001030642],"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":[0.000198697,0.0001859398,0.0001939465,0.0001326642,0.000002413298,0.0001420951,0.00004947888,0.0001268722,0.0003914398,0.000518618,0.9485936,0.04946414],"study_design_scores_gemma":[0.00008133951,0.0001585912,0.002503415,0.0001355554,0.000004071845,0.0002290588,0.00007436577,0.0002267279,0.0004288114,0.0003834349,0.9957604,0.0000142815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01899267,0.002389822,0.00565755,0.009229778,0.04751686,0.001830131,0.01479748,0.010125,0.8894607],"genre_scores_gemma":[0.0452873,0.002462151,0.00762426,0.003466333,0.01334246,0.0008015009,0.01263166,0.001695646,0.9126886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.402389,"threshold_uncertainty_score":0.8524196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07358092773647054,"score_gpt":0.2710329012965381,"score_spread":0.1974519735600676,"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."}}