{"id":"W2915179934","doi":"10.1145/3287324.3287422","title":"The Academic Enhancement Program","year":2019,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Construct (python library); Medical education; Computer science; Psychology; Academic institution; Perception; Mathematics education; Variance (accounting); Academic achievement; Medicine; Programming language","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":[0.002606807,0.0004901621,0.0004910376,0.00105,0.001978834,0.002112882,0.001412889,0.0007028857,0.1015234],"category_scores_gemma":[0.005853312,0.0002874493,0.0005126208,0.0009084442,0.0004775174,0.0009937363,0.005335573,0.001983025,0.03096766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009112848,"about_ca_system_score_gemma":0.005911509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006740459,"about_ca_topic_score_gemma":0.001491825,"domain_scores_codex":[0.9986573,0.00031233,0.00005421243,0.000239442,0.0003851505,0.0003516057],"domain_scores_gemma":[0.9928728,0.0005604455,0.0002898019,0.0007612151,0.001124277,0.004391485],"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":[0.001372156,0.00989631,0.01145233,0.0002493886,0.00002797906,0.0002839253,0.001669094,0.0003510824,0.002648387,0.008155165,0.1688909,0.7950034],"study_design_scores_gemma":[0.0006478654,0.0033914,0.056612,0.0001497102,0.00004458673,0.0005108891,0.001133989,0.0007959704,0.003079973,0.005944588,0.9276381,0.00005086218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3354813,0.001178262,0.02638063,0.01518587,0.00249604,0.01081752,0.007280816,0.008161732,0.5930179],"genre_scores_gemma":[0.3151381,0.001359651,0.03212189,0.006162256,0.000728042,0.007783628,0.005525982,0.0008519664,0.6303285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1015234,"threshold_uncertainty_score":0.3396296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008659725098663779,"score_gpt":0.3004943549594982,"score_spread":0.2918346298608344,"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."}}