{"id":"W2033447162","doi":"10.1145/1562877.1562933","title":"The academic enhancement program","year":2009,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Medical education; Computer science; Academic program; Population; Student engagement; Psychology; 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":[0.000475768,0.00005549039,0.00003917498,0.00001478523,0.0003104362,0.0002106188,0.0006889997,0.00002719174,0.000002574603],"category_scores_gemma":[0.00003318844,0.00003191361,0.00002732462,0.000132773,0.00001625279,0.0001152975,0.00005188347,0.0002842352,0.00006756073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001282617,"about_ca_system_score_gemma":0.00001519833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004300459,"about_ca_topic_score_gemma":5.904204e-7,"domain_scores_codex":[0.9993063,0.00004530744,0.00009892348,0.0001533675,0.0001549,0.0002412124],"domain_scores_gemma":[0.999589,0.00004877088,0.00003158452,0.0002748026,0.00001322766,0.00004263666],"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":[4.366747e-7,0.00001558216,0.00002918228,2.365438e-7,0.000001282731,4.549549e-7,0.0002375175,0.000003465855,0.00003917634,0.06184026,0.0008136713,0.9370188],"study_design_scores_gemma":[0.00006065096,0.0002085767,0.001497627,0.000005438283,8.998068e-7,0.000003719883,0.00002184554,0.004331804,0.0003593291,0.001249726,0.9921882,0.00007224555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006221935,0.0005209968,0.9603694,0.02119691,0.0002908184,0.0002439456,9.569972e-9,0.001378151,0.009777837],"genre_scores_gemma":[0.8231925,0.00002574521,0.1710123,0.0006857303,0.00006188618,0.00001822929,2.032477e-7,0.000002115332,0.005001186],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9913745,"threshold_uncertainty_score":0.2387656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634901177903277,"score_gpt":0.312769220090355,"score_spread":0.2964202083113223,"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."}}