{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002453646,0.00008432608,0.0001567879,0.0007817214,0.00003125158,0.00002214958,0.000173777,0.000112836,0.0006805946],"category_scores_gemma":[0.00001788666,0.00008615807,0.00002984914,0.0002440771,0.00003684195,0.0001227074,0.000003180435,0.0001875714,0.00001189557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003937376,"about_ca_system_score_gemma":0.002650207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4599335,"about_ca_topic_score_gemma":0.6510973,"domain_scores_codex":[0.9991193,0.00006128337,0.0003336603,0.0001137713,0.0001055979,0.0002663562],"domain_scores_gemma":[0.9988934,0.00003395331,0.0002012641,0.0001587838,0.000154754,0.000557851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006025228,0.00006010021,0.9848897,0.00001024188,0.00002549496,0.000005011904,0.002892643,0.000009208816,0.0000455648,0.0022963,0.00875613,0.001003523],"study_design_scores_gemma":[0.0003609372,0.00009093541,0.9284865,0.00005470264,0.00001723293,0.00001965286,0.0007326151,3.946382e-7,0.00001860001,0.00008680349,0.07006197,0.00006969458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877786,0.002289056,0.00000101179,0.0009516866,0.004260414,0.0001863771,0.000009081271,0.000002223093,0.004521542],"genre_scores_gemma":[0.9966621,0.00001482812,0.00002717678,0.0002639249,0.0002157598,0.000003196792,0.000008080779,0.00001281993,0.002792101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1911637,"threshold_uncertainty_score":0.7452033,"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."}}