{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007446565,0.00006269504,0.00007136991,0.0001267204,0.00008644625,0.0001513634,0.0004864114,0.00003311195,0.00001170995],"category_scores_gemma":[0.0001891869,0.00005657108,0.00001984808,0.0007276632,0.00002094899,0.000443252,0.0001473424,0.0001803215,0.0001196214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001352028,"about_ca_system_score_gemma":0.00003331904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000371021,"about_ca_topic_score_gemma":0.000078777,"domain_scores_codex":[0.9989862,0.00007724161,0.0001525708,0.0003444524,0.0001778695,0.000261651],"domain_scores_gemma":[0.9993597,0.00004321735,0.00003660871,0.0004792565,0.00001434176,0.00006690206],"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":[0.000001732717,0.00006364357,0.07522248,0.000005075921,0.000002213956,0.001258297,0.03243098,0.0008628746,0.0001735355,0.01979176,0.0009623503,0.869225],"study_design_scores_gemma":[0.0002958346,0.0001864452,0.2291945,0.00002900724,8.954693e-7,0.0003399364,0.00328661,0.09948865,0.000268655,0.0006151459,0.6658307,0.0004636391],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7770067,0.00001011629,0.2151812,0.001335389,0.0003318108,0.00008094782,2.942372e-8,0.002250785,0.003802939],"genre_scores_gemma":[0.9465763,6.458264e-7,0.04828326,0.00009558816,0.00002712838,0.00001608063,0.000001753463,0.000005514233,0.004993716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8687614,"threshold_uncertainty_score":0.2306902,"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."}}