{"id":"W2604934925","doi":"10.24908/pceea.v0i0.6444","title":"MENTORSHIP: LINKING INDUSTRY PROFESSIONALS WITH TOMORROW’S ENGINEERS","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Association of Professional Engineers and Geoscientists of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Mentorship; Work (physics); Medical education; Engineering; Program director; Engineering management; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007753888,0.00009666945,0.0001069715,0.0001627327,0.001218525,0.000295765,0.0005404538,0.0002451355,0.00005341227],"category_scores_gemma":[0.00138017,0.00008965006,0.00004562485,0.0002168829,0.00004021638,0.0004811597,0.00004302396,0.0003011557,0.000005176085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002296245,"about_ca_system_score_gemma":0.001887959,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02773619,"about_ca_topic_score_gemma":0.04900995,"domain_scores_codex":[0.9989077,0.00000635131,0.00012674,0.0001369155,0.0005263273,0.0002959356],"domain_scores_gemma":[0.9986638,0.00003212355,0.0003570259,0.00009651434,0.0006180583,0.0002324562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002258719,0.00002553238,0.9465312,0.00005151489,0.00005515811,1.053985e-7,0.01161629,0.00002705302,0.00007104829,0.01790542,0.023374,0.0003403833],"study_design_scores_gemma":[0.0002768498,0.000008271448,0.8931896,0.0004168336,0.00005670076,5.599156e-7,0.007604227,0.00005338575,0.0008688568,0.000231217,0.09695534,0.0003381284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276584,0.00002442716,0.000002365103,0.02046452,0.00217029,0.0003876417,0.00001114393,0.0000677905,0.04921342],"genre_scores_gemma":[0.9842534,0.000003105348,0.0003424489,0.0001856742,0.0002594515,0.00001823552,0.000003696234,0.00001160435,0.0149224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07358134,"threshold_uncertainty_score":0.9787382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261132901586175,"score_gpt":0.2468297957630804,"score_spread":0.2342184667472187,"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."}}