{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003218501,0.000273502,0.0002942115,0.001694036,0.0003339358,0.001791625,0.0005300508,0.000807656,0.002462019],"category_scores_gemma":[0.03034541,0.0002873117,0.0004307429,0.0008699197,0.0006970496,0.001175988,0.0009261814,0.001352208,0.0005222276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003145687,"about_ca_system_score_gemma":0.0004371852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001661219,"about_ca_topic_score_gemma":0.003801235,"domain_scores_codex":[0.9987426,0.0003415385,0.0002117126,0.0001603939,0.0003824954,0.0001612423],"domain_scores_gemma":[0.9403415,0.02223418,0.02503594,0.003078404,0.002605017,0.006704898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002651335,0.0002376262,0.9967539,0.00000648758,0.0000239614,0.00001507039,0.0001972914,0.00005734146,0.0001617934,0.00002220968,0.00004446566,0.002453522],"study_design_scores_gemma":[0.000001803678,0.0001249479,0.9992036,0.000003451415,0.000006544826,0.00002912074,0.0002485989,0.000185098,0.00008512751,0.00004234547,0.00006551561,0.000003780031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989082,0.00004968238,0.00007988352,0.00007241405,0.000003364062,0.000008674132,0.00005130338,0.000005403986,0.0008211043],"genre_scores_gemma":[0.9993885,0.00004337931,0.00009887543,0.00002110972,0.000006496805,0.000009252403,0.0001197979,0.000001915422,0.0003107492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003218501,"threshold_uncertainty_score":0.01702124,"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."}}