{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002467049,0.0002013391,0.0001785783,0.0002239358,0.0001816072,0.0001474336,0.0002295726,0.0001487756,0.00003908241],"category_scores_gemma":[0.000177008,0.0002107685,0.00004368149,0.000320078,0.00002894331,0.0002745299,0.00002139522,0.0002087964,0.00001077428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775021,"about_ca_system_score_gemma":0.0004554909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008177327,"about_ca_topic_score_gemma":0.00583642,"domain_scores_codex":[0.998854,0.000004913452,0.0002855617,0.0001787286,0.000297432,0.0003792935],"domain_scores_gemma":[0.999275,0.00003960167,0.000119085,0.00009749518,0.0002769652,0.0001918175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001347356,0.0005822813,0.5220639,0.004394869,0.001946534,4.796939e-7,0.2169546,0.004804935,0.07470953,0.0216465,0.1314811,0.02140184],"study_design_scores_gemma":[0.0004516727,0.00006988137,0.3348303,0.0005142276,0.0001024688,0.00001013541,0.004152043,0.002936919,0.1014908,0.00007367026,0.5543662,0.00100159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881614,0.0001764837,0.00006393209,0.0006015737,0.002233807,0.0005198374,0.00001137711,0.00035879,0.007872813],"genre_scores_gemma":[0.993812,0.00001756019,0.004088921,0.00009912039,0.000359606,0.0001636248,0.00001013622,0.00005347022,0.001395535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4228852,"threshold_uncertainty_score":0.8594891,"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."}}