{"id":"W4389409901","doi":"10.35459/tbp.2023.000248","title":"INSPIRE: Development of an Interdisciplinary Science Program in Research and Entrepreneurship","year":2023,"lang":"en","type":"article","venue":"The Biophysicist","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Engineering ethics; Entrepreneurship; Graduate students; Undergraduate research; Principal (computer security); Face (sociological concept); Work (physics); Chemistry; Engineering; Engineering physics; Medical education; Sociology; Political science; Computer science; Medicine; Mechanical engineering; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01085611,0.0004817638,0.0002210875,0.00127703,0.002019204,0.003346997,0.002207097,0.001068457,0.01720296],"category_scores_gemma":[0.007633976,0.0003389903,0.0004009586,0.0004556976,0.0009408031,0.002033145,0.009229453,0.002999573,0.005886139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679937,"about_ca_system_score_gemma":0.01389194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007808967,"about_ca_topic_score_gemma":0.00265175,"domain_scores_codex":[0.9958932,0.001550008,0.0000941824,0.0004412239,0.001170725,0.0008507036],"domain_scores_gemma":[0.9834125,0.001046607,0.0005208369,0.0006852932,0.00243965,0.01189509],"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":[0.0003484962,0.01161611,0.01890848,0.0001901389,0.0000196846,0.0003999287,0.005792203,0.001776489,0.0101634,0.04086899,0.1766918,0.7332245],"study_design_scores_gemma":[0.0003390429,0.002396029,0.03314543,0.0002945021,0.00001901923,0.000880598,0.006098201,0.01136271,0.01127146,0.01798446,0.9161152,0.00009343718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3561537,0.0007676175,0.2125929,0.07192518,0.003492728,0.007066943,0.001097712,0.008280179,0.338623],"genre_scores_gemma":[0.4383039,0.0005838425,0.3488261,0.009276054,0.0007569012,0.004343727,0.001717083,0.0009312028,0.1952611],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01720296,"threshold_uncertainty_score":0.05754966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07741320399451546,"score_gpt":0.3859597826294827,"score_spread":0.3085465786349672,"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."}}