{"id":"W4235826084","doi":"10.5339/qproc.2015.wcee2014.4","title":"Factors pertaining to academic probation of engineering students: A case study","year":2015,"lang":"en","type":"article","venue":"QScience Proceedings","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Red River College","funders":"","keywords":"Psychology; Mathematics education; Engineering ethics; Engineering management; Medical education; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000893763,0.0001321741,0.0001545915,0.0002645207,0.00007274513,0.00004548276,0.0003309576,0.00007120521,0.000008246147],"category_scores_gemma":[0.000720403,0.000114469,0.00002267064,0.000779774,0.00002898763,0.0003533671,0.00008690156,0.0001775678,0.00001348435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008373828,"about_ca_system_score_gemma":0.00003395808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002085076,"about_ca_topic_score_gemma":0.000003569412,"domain_scores_codex":[0.9985906,0.000009040687,0.0002838539,0.0003607296,0.0004757907,0.0002799249],"domain_scores_gemma":[0.9992818,0.00003865232,0.0001225323,0.00008861737,0.0002856071,0.0001828141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001705659,0.0003343713,0.6627156,0.00001313467,0.0000139733,0.0000131166,0.3309705,0.00008796036,0.004149022,0.000430446,0.0002210371,0.001033843],"study_design_scores_gemma":[0.001207951,0.001389702,0.6357532,0.0000637286,0.00003543263,0.0001202056,0.3593306,0.0004117345,0.001092652,0.0000360652,0.0002582653,0.0003004263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980507,0.00001324603,0.0002856141,0.00006221489,0.0003572191,0.0007469883,7.09144e-7,0.0000931857,0.0003900929],"genre_scores_gemma":[0.999472,2.749137e-7,0.000235497,0.00003678369,0.00006926266,0.0000407548,5.740639e-7,0.00001296971,0.0001319327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02836012,"threshold_uncertainty_score":0.4667912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350165228188581,"score_gpt":0.3965676575356633,"score_spread":0.2615511347168051,"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."}}