{"id":"W1767415911","doi":"10.24908/pceea.v0i0.5817","title":"ENGINEERING IN MEDICINE","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Multidisciplinary approach; Work (physics); Medical education; Science and engineering; Engineering education; Engineering ethics; Computer science; Engineering management; Medicine; Engineering; Sociology; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002942172,0.0006910794,0.0005854235,0.001413117,0.002207811,0.006741448,0.001032573,0.003421658,0.05679694],"category_scores_gemma":[0.007367412,0.0002174515,0.000451639,0.001093924,0.006480163,0.003267591,0.004629276,0.003481822,0.02255183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003126783,"about_ca_system_score_gemma":0.006903423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002906745,"about_ca_topic_score_gemma":0.004232717,"domain_scores_codex":[0.9959526,0.001047272,0.0002431733,0.0004787648,0.001978381,0.0002999149],"domain_scores_gemma":[0.9965711,0.0008932514,0.0002482501,0.0005033256,0.001031585,0.0007524862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002592858,0.00005998444,0.001038507,0.0006822159,0.00001813481,0.0002551368,0.001819805,0.0004401914,0.0008395241,0.4058712,0.2934259,0.2955234],"study_design_scores_gemma":[0.00000258267,0.00002359956,0.0003211238,0.0003438184,0.000002189366,0.0002752641,0.0002834691,0.00004745437,0.00009759345,0.02647557,0.9721206,0.00000677458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002503614,0.06799998,0.01889427,0.1088222,0.01768982,0.00016413,0.000353133,0.0004053248,0.7831675],"genre_scores_gemma":[0.1219563,0.10423,0.03994798,0.08587164,0.01336587,0.0004894239,0.0007848828,0.0003605126,0.6329934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05679694,"threshold_uncertainty_score":0.1900047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009111775255969798,"score_gpt":0.1963689814318021,"score_spread":0.1872572061758323,"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."}}