{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005624279,0.0001809624,0.000214951,0.0005374337,0.00003087522,0.00003438763,0.0003031133,0.0001981463,0.00002509822],"category_scores_gemma":[0.001218596,0.0001721532,0.00004627968,0.001053834,0.00001616093,0.0002050003,0.00001653932,0.0003259551,0.00001725026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002987372,"about_ca_system_score_gemma":0.0003491087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005449571,"about_ca_topic_score_gemma":0.002381319,"domain_scores_codex":[0.9987596,0.000003014865,0.0003546458,0.0001516819,0.0003602362,0.0003708625],"domain_scores_gemma":[0.9991198,0.00003935221,0.00008347964,0.0001090522,0.0002700351,0.0003783242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000006554472,0.0001676038,0.1407609,0.002818747,0.0002479659,7.827821e-7,0.009022857,0.1277729,0.01001502,0.02505894,0.6795084,0.004619328],"study_design_scores_gemma":[0.001639832,0.00007027658,0.4331925,0.001655709,0.000102076,0.00002325407,0.0009842801,0.182853,0.004785096,0.0009454772,0.3724314,0.001317169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507727,0.001050288,0.0001414899,0.01099334,0.01186287,0.0007231992,0.00001641572,0.0007190584,0.02372066],"genre_scores_gemma":[0.9979364,0.00001899659,0.0006426575,0.00009444462,0.0003934334,0.00005816739,0.000008911707,0.00004779833,0.0007992347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3070771,"threshold_uncertainty_score":0.8238158,"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."}}