{"id":"W2887248523","doi":"10.24908/pceea.v0i0.7332","title":"LESSONS FROM ENGINEERING PHILOSOPHY","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curiosity; Component (thermodynamics); Process (computing); Negotiation; Field (mathematics); Computer science; Service (business); Engineering ethics; Work (physics); Teamwork; Engineering education; Engineering; Engineering management; Psychology; Sociology; Management","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":[0.000233218,0.0002272122,0.0002167756,0.0002392205,0.0002808717,0.0002431883,0.000730779,0.0002579893,0.00004357564],"category_scores_gemma":[0.0009023849,0.0002316644,0.0001136409,0.0002264996,0.00002496821,0.0003808697,0.00004186394,0.0003727001,0.00002779451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513687,"about_ca_system_score_gemma":0.0002494183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006033166,"about_ca_topic_score_gemma":0.001370006,"domain_scores_codex":[0.9987646,0.000001952156,0.0002982179,0.0002075084,0.0003311661,0.0003965783],"domain_scores_gemma":[0.9989092,0.0000416311,0.0001949704,0.0002959754,0.0002370869,0.000321167],"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":[0.00001282598,0.0004639588,0.1878376,0.00632867,0.002184006,0.000001683309,0.006282412,0.05189484,0.1237165,0.1413677,0.4526868,0.02722309],"study_design_scores_gemma":[0.0004530403,0.00001541706,0.7774088,0.000964583,0.0001422195,0.000004584938,0.00009530486,0.05814209,0.0130002,0.001780197,0.1469751,0.001018434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9067662,0.0009380186,0.0003015015,0.03521186,0.02495375,0.0008757591,0.0002945725,0.001196212,0.02946218],"genre_scores_gemma":[0.9970953,0.00003498061,0.001232163,0.00008094128,0.000817853,0.00005958289,0.00001845635,0.00006648109,0.0005942649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5895712,"threshold_uncertainty_score":0.9447001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009112092885098483,"score_gpt":0.2058293413849905,"score_spread":0.196717248499892,"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."}}