{"id":"W2733448445","doi":"10.1145/3059009.3059056","title":"Study Habits, Exam Performance, and Confidence","year":2017,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Task (project management); Computer science; Mathematics education; Confidence interval; Artificial intelligence; Psychology; Statistics; Mathematics","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":[0.0005092366,0.00006342008,0.00007392957,0.00002793818,0.0007910237,0.0007610989,0.0007282962,0.00001685539,0.000003736566],"category_scores_gemma":[0.00007247085,0.00005044993,0.00001011415,0.00002287147,0.00004599381,0.0005616749,0.0003497563,0.0001365398,0.00002869502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003891521,"about_ca_system_score_gemma":0.00001301567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001687765,"about_ca_topic_score_gemma":0.00001805019,"domain_scores_codex":[0.9993967,0.00003576542,0.00007245984,0.0002273341,0.0001226904,0.0001450281],"domain_scores_gemma":[0.9991951,0.00003239365,0.00005571937,0.0006455556,0.00001870003,0.0000525078],"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":[8.22352e-7,0.00003829586,0.3594988,0.000003755346,0.000004825372,0.000007747425,0.00230929,0.000003626918,0.000004190594,0.006924419,0.0001152838,0.631089],"study_design_scores_gemma":[0.0002710439,0.0002571186,0.9725745,0.00001385539,0.000002933193,0.00001955127,0.0002209381,0.004316571,0.00002647405,0.000038572,0.02213577,0.00012268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375506,0.00002739643,0.05464968,0.0003696295,0.0001919879,0.000104986,2.382246e-8,0.000224811,0.006880891],"genre_scores_gemma":[0.9792477,0.000003897856,0.01819586,0.00004398078,0.00002521399,0.000004926048,4.043878e-8,0.000002765788,0.002475586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6309663,"threshold_uncertainty_score":0.7339295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03535908135318259,"score_gpt":0.2900098871862632,"score_spread":0.2546508058330806,"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."}}