{"id":"W1968592018","doi":"10.1016/j.cjca.2014.02.019","title":"Preparing Today's Cardiovascular Trainees to Meet the Challenges of Tomorrow: Team Research and Interdisciplinary Training","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Broad spectrum; Strengths and weaknesses; Work (physics); Medical education; Cardiovascular health; Health care; Training (meteorology); Internal medicine; Engineering; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02065503,0.000115844,0.0006382436,0.0009561159,0.0003640001,0.0001168818,0.00101953,0.0001103008,0.000007649119],"category_scores_gemma":[0.004126125,0.00007284588,0.000260263,0.0006028618,0.0004878365,0.0002034091,0.0002703506,0.0003469213,0.000005677987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025448,"about_ca_system_score_gemma":0.0007956351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007400275,"about_ca_topic_score_gemma":0.01071747,"domain_scores_codex":[0.9957021,0.001965315,0.0006268751,0.0002882689,0.0009210698,0.0004963512],"domain_scores_gemma":[0.9955893,0.00178995,0.0001293302,0.0005466194,0.001378362,0.000566405],"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":[0.0007777089,0.00001451595,0.005248338,0.000066136,0.001497388,0.0002210511,0.1596755,0.03618252,0.002088911,0.1145307,0.1625408,0.5171564],"study_design_scores_gemma":[0.001415353,0.008400964,0.05249606,0.0003540306,0.0001061158,0.002357643,0.3099543,0.00128151,0.0007341242,0.2930509,0.3293369,0.0005121187],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071882,0.005464845,0.006252729,0.02411824,0.0009951909,0.0004381772,0.00002163807,0.000005804713,0.1555152],"genre_scores_gemma":[0.9986484,0.00002531084,0.0001518037,0.00002602119,0.001032513,0.000009686543,2.315235e-7,0.00001038514,0.00009562783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5166442,"threshold_uncertainty_score":0.7158662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.16644870855455,"score_gpt":0.4096715375795533,"score_spread":0.2432228290250033,"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."}}