{"id":"W2885922116","doi":"10.24908/pceea.v0i0.9753","title":"ENHANCING CO-OP AND CAREER DEVELOPMENT ACTIVITIES THROUGH A STUDENT-DRIVEN MENTORSHIP PROGRAM","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Mentorship; Graduation (instrument); Bachelor; Medical education; Career development; Peer mentoring; Work (physics); Psychology; Pedagogy; Engineering; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006869241,0.0004818516,0.0002001455,0.001036378,0.002358974,0.00261302,0.001833356,0.0006171292,0.006888509],"category_scores_gemma":[0.01029428,0.0002139039,0.0004698757,0.000453914,0.0004740294,0.0008998635,0.005830619,0.001247431,0.001772539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119244,"about_ca_system_score_gemma":0.006764985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006973772,"about_ca_topic_score_gemma":0.003049209,"domain_scores_codex":[0.9945597,0.002992795,0.0001638757,0.0002997764,0.00119155,0.0007923088],"domain_scores_gemma":[0.9849244,0.001979788,0.001207651,0.0009340767,0.002301559,0.008652485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004176364,0.01869273,0.03342327,0.0003622403,0.00006786987,0.0006196811,0.01189274,0.001034989,0.007638818,0.001595469,0.02665217,0.8976024],"study_design_scores_gemma":[0.001531452,0.04582679,0.3925727,0.001544501,0.0003547186,0.004283912,0.06696951,0.01696402,0.04862465,0.006518541,0.4144208,0.0003884283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918211,0.0003945884,0.02366344,0.006400573,0.0004227949,0.00413757,0.0001721128,0.00090952,0.04568833],"genre_scores_gemma":[0.9405499,0.0004347121,0.03178201,0.0008055819,0.0001773373,0.001223883,0.000162649,0.00006118832,0.02480275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006888509,"threshold_uncertainty_score":0.03632843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423376453395804,"score_gpt":0.2652848372867243,"score_spread":0.2510510727527662,"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."}}