{"id":"W2345474656","doi":"10.1145/2910925.2910931","title":"Study Strategies and Exam Grades in CS1","year":2016,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Class (philosophy); Computer science; Psychology; Artificial intelligence","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":[0.0003275297,0.00004880589,0.00005661677,0.00005586168,0.0000437147,0.0002407863,0.00018972,0.00001342211,0.000002847387],"category_scores_gemma":[0.00002363483,0.00002794227,0.000006901382,0.00008645172,0.00001835317,0.0004541212,0.00008867944,0.00005946399,0.000008420279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006216387,"about_ca_system_score_gemma":0.00001406014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001849918,"about_ca_topic_score_gemma":0.0001247585,"domain_scores_codex":[0.9994732,0.00008266429,0.00006991706,0.0001783774,0.00007329727,0.00012257],"domain_scores_gemma":[0.9997147,0.00008598365,0.00001425412,0.0001535568,0.000005406218,0.00002603962],"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":[8.338594e-7,0.0000771183,0.1076032,0.000001726179,0.000003163623,0.00001639123,0.006002373,0.000003358847,0.00006849388,0.04393327,0.00001930121,0.8422708],"study_design_scores_gemma":[0.001177282,0.0006150845,0.9711626,0.00004777346,0.000002646729,0.00002119972,0.01276169,0.0002690461,0.00007763221,0.003408506,0.01016203,0.0002945052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810501,0.00004693149,0.1173476,0.0005754683,0.00004677375,0.00006226176,1.574777e-8,0.0001878052,0.0006830552],"genre_scores_gemma":[0.9865789,0.000001797416,0.0129657,0.0000159602,0.00001010636,0.000004493259,1.497971e-8,0.000002117938,0.0004209214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8635594,"threshold_uncertainty_score":0.2321908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03076927120530197,"score_gpt":0.2822575842945991,"score_spread":0.2514883130892971,"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."}}