{"id":"W3128947454","doi":"10.1097/acm.0000000000003958","title":"The Surgical Program in Innovation (SPIN): A Design and Prototyping Curriculum for Surgical Trainees","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute","keywords":"Commercialization; Curriculum; Medical education; Process (computing); Graduate medical education; Product (mathematics); Medicine; Computer science; Psychology; Business; Marketing; Pedagogy; Accreditation","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":[0.006768072,0.000614022,0.0002963182,0.000819629,0.001190449,0.001307008,0.001536567,0.00113848,0.006580114],"category_scores_gemma":[0.009025738,0.0003801209,0.0006782266,0.0003545129,0.001215254,0.001283166,0.005896223,0.001785425,0.001829788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372464,"about_ca_system_score_gemma":0.009573726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019205,"about_ca_topic_score_gemma":0.001651261,"domain_scores_codex":[0.998089,0.0006893988,0.0001522476,0.0001568873,0.0005921734,0.0003202061],"domain_scores_gemma":[0.9923344,0.002197743,0.00103768,0.0005667371,0.0009960077,0.002867292],"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":[0.0003373174,0.009172212,0.02488777,0.002544998,0.00003609249,0.0006707885,0.01388896,0.005442992,0.02499145,0.007890501,0.04537329,0.8647636],"study_design_scores_gemma":[0.00112652,0.02483962,0.1926965,0.00370174,0.0001578262,0.006721508,0.02907401,0.01643203,0.03154859,0.03099942,0.6623663,0.0003359657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8065071,0.001463589,0.1013048,0.01317866,0.001495699,0.007066478,0.0003813742,0.001876221,0.06672606],"genre_scores_gemma":[0.6529723,0.002459041,0.3102026,0.003664939,0.00042516,0.005973965,0.000608934,0.000157679,0.02353528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006768072,"threshold_uncertainty_score":0.03579342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702271428706731,"score_gpt":0.3192873070876894,"score_spread":0.2922645928006221,"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."}}