{"id":"W3009308216","doi":"10.1145/1595496.1562933","title":"The academic enhancement program","year":2009,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Medical education; Academic program; Mathematics education; Psychology; Student engagement; Population; Computer science; Higher education; 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":[0.0009230624,0.0001297007,0.00009586314,0.00002940203,0.0005117529,0.0002831153,0.002050137,0.00006807057,0.00001849105],"category_scores_gemma":[0.0005288899,0.00008861267,0.00006132077,0.0001716928,0.00004276137,0.00005397151,0.0002600744,0.0006012393,0.0005084802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002865286,"about_ca_system_score_gemma":0.00002534488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079288,"about_ca_topic_score_gemma":4.294081e-7,"domain_scores_codex":[0.9985922,0.0001382958,0.0002072057,0.0003216191,0.0002870218,0.0004536581],"domain_scores_gemma":[0.9986389,0.0002617854,0.0000951984,0.0008884043,0.00003000109,0.00008576945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003547316,0.00004334937,0.00004005811,0.0000011649,0.000004317268,0.000004099177,0.0004779694,0.000007985721,0.00007948639,0.004898656,0.01443325,0.9800061],"study_design_scores_gemma":[0.000134883,0.0002700549,0.0008942332,0.00001850676,0.000002772116,0.000008211104,0.00002769427,0.0002101223,0.0004269117,0.000868202,0.9970092,0.0001292291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08495454,0.005841165,0.2937236,0.5975304,0.001940663,0.001990074,4.031575e-7,0.005356228,0.008662967],"genre_scores_gemma":[0.8089661,0.0001099991,0.1833552,0.002146392,0.0002116622,0.00007757798,0.00000138429,0.00001040067,0.005121267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.982576,"threshold_uncertainty_score":0.6535654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702310704222665,"score_gpt":0.2952658466355037,"score_spread":0.2782427395932771,"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."}}