{"id":"W4384834956","doi":"10.1145/3593342.3593344","title":"PrairieLearn in CS1: An Experience Report","year":2023,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Course (navigation); Institution; Mathematics education; Multimedia; Psychology; Engineering","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":[0.004087289,0.0008130822,0.0003824499,0.0007594125,0.001321886,0.002246409,0.001341175,0.0009828443,0.005960981],"category_scores_gemma":[0.004949928,0.0003397721,0.0004157147,0.0005994684,0.0008029523,0.002312152,0.003178088,0.002179277,0.003705015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005143589,"about_ca_system_score_gemma":0.00113523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318646,"about_ca_topic_score_gemma":0.002550065,"domain_scores_codex":[0.9979995,0.0005437152,0.0000795192,0.0002261617,0.0007268654,0.000424271],"domain_scores_gemma":[0.9967127,0.0008302714,0.0001906968,0.0002717393,0.0006480566,0.001346585],"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":[0.0009649576,0.01998982,0.04292101,0.001123868,0.00008197009,0.006791391,0.08830818,0.002623315,0.05823969,0.003708842,0.02938736,0.7458597],"study_design_scores_gemma":[0.0004339679,0.0249265,0.1208552,0.0006052086,0.0001677425,0.02585888,0.06665777,0.01685547,0.1480066,0.002026777,0.5930222,0.000583746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636219,0.0004619349,0.01131263,0.001122001,0.0001001133,0.0004010603,0.000368733,0.001027172,0.02158429],"genre_scores_gemma":[0.895407,0.00208093,0.03199785,0.0008439572,0.0001586176,0.0002740122,0.002094964,0.000882076,0.06626052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005960981,"threshold_uncertainty_score":0.02161586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03799575359900136,"score_gpt":0.3384155097700849,"score_spread":0.3004197561710836,"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."}}