{"id":"W1964192348","doi":"10.1016/j.suronc.2010.07.006","title":"Communication challenges in surgical oncology","year":2010,"lang":"en","type":"article","venue":"Surgical Oncology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Summative assessment; Formative assessment; Surgical oncology; Set (abstract data type); Medicine; Medical education; Medical physics; Oncology; Psychology; Computer science; Pedagogy","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":[0.02225501,0.0003886399,0.0005845878,0.002115261,0.009444736,0.01136821,0.001952153,0.01013643,0.02901531],"category_scores_gemma":[0.07549876,0.0004488135,0.0004597225,0.001663772,0.007012895,0.01495451,0.007158283,0.01468154,0.003275398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005474459,"about_ca_system_score_gemma":0.01734064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004939478,"about_ca_topic_score_gemma":0.006192829,"domain_scores_codex":[0.9867262,0.008133125,0.0006098995,0.0006334634,0.002261838,0.001635514],"domain_scores_gemma":[0.893312,0.07202894,0.005557342,0.001451353,0.00954682,0.01810353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008894854,0.0002173194,0.005488282,0.001039771,0.00004274111,0.003580895,0.02640894,0.001156805,0.0002419991,0.1998947,0.5091496,0.2526901],"study_design_scores_gemma":[0.00006610897,0.0001217715,0.004264539,0.003048448,0.0000279388,0.006927203,0.08495527,0.001240606,0.0001689303,0.2306162,0.6684528,0.0001102048],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005042702,0.0123783,0.001285899,0.9395335,0.003788568,0.00001648637,0.00003586516,0.00002847762,0.03789021],"genre_scores_gemma":[0.5318049,0.08122768,0.007320051,0.2967326,0.04976452,0.0003096605,0.0002249158,0.000185308,0.0324303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02901531,"threshold_uncertainty_score":0.1176972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05913241164135796,"score_gpt":0.4203177695278063,"score_spread":0.3611853578864483,"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."}}