{"id":"W2900307234","doi":"10.7202/1057104ar","title":"Predictors of Student Success in Canadian Polytechnics and CEGEPs","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Bishop's University; Humber Polytechnic","funders":"","keywords":"Psychology; Student engagement; Psychosocial; Identity (music); Context (archaeology); Cognition; Developmental psychology; Cognitive style; Higher education; Style (visual arts); Social psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0006559686,0.0002599263,0.0003149036,0.001670951,0.002353555,0.001437667,0.0007022249,0.0003145489,0.003175338],"category_scores_gemma":[0.002871511,0.0001559871,0.000358832,0.001961432,0.0007948395,0.0002817425,0.001250604,0.0007036036,0.0002399228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007492532,"about_ca_system_score_gemma":0.009210715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9448266,"about_ca_topic_score_gemma":0.9751263,"domain_scores_codex":[0.999411,0.00003766839,0.0000194994,0.00006613057,0.0002115204,0.0002542339],"domain_scores_gemma":[0.9977684,0.0001581267,0.0004012603,0.00005560921,0.0005675731,0.001048943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002117157,0.00003108905,0.9963862,0.000004053797,0.000007586812,0.00002661837,0.0006994603,0.00002916791,0.00004024742,0.00005112683,0.0002356974,0.002467675],"study_design_scores_gemma":[0.000001040793,0.00001177019,0.9985654,0.000004277486,0.00000172477,0.00001185642,0.001125166,0.00007299725,0.00001620766,0.000009559061,0.0001774499,0.000002571349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998823,0.0000513868,0.00001696876,0.00006568236,0.000002605241,0.000008562679,0.0002323748,0.000002395158,0.000797041],"genre_scores_gemma":[0.9991259,0.00005774186,0.00002584017,0.000009208507,0.00000138339,0.000005840576,0.0002756095,0.000001374276,0.0004970779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9448266,"threshold_uncertainty_score":0.1109966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262821630690829,"score_gpt":0.3088032325042939,"score_spread":0.2961750161973856,"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."}}