{"id":"W2582325117","doi":"10.1145/3013499.3013500","title":"The Compound Nature of Novice Programming Assessments","year":2017,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Multitude; Computer science; Mathematics education; Data science; Psychology; Epistemology","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":[0.02735266,0.0009593917,0.001371043,0.003688258,0.001543507,0.003954624,0.001810346,0.00129532,0.01081716],"category_scores_gemma":[0.2190752,0.0008499714,0.0009495699,0.002641195,0.001503913,0.005516225,0.004781832,0.002726655,0.004352865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696123,"about_ca_system_score_gemma":0.003164298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194128,"about_ca_topic_score_gemma":0.002924281,"domain_scores_codex":[0.9472306,0.01196991,0.005537622,0.007897782,0.02627737,0.001086676],"domain_scores_gemma":[0.6981328,0.1775968,0.03804864,0.02800135,0.05187092,0.006349506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001475392,0.00117244,0.2903327,0.001755119,0.0004543675,0.001146533,0.005755913,0.003586048,0.01280752,0.01116774,0.02034425,0.6500019],"study_design_scores_gemma":[0.0003272878,0.006642943,0.6798587,0.00300488,0.000404278,0.01122999,0.004688204,0.02543122,0.0464714,0.09254089,0.1288385,0.0005616501],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7042831,0.00241486,0.2052132,0.002402157,0.0009518861,0.003897923,0.003380982,0.003742873,0.07371296],"genre_scores_gemma":[0.8682222,0.001101695,0.1074556,0.001367916,0.0002853624,0.002161755,0.002409899,0.001021393,0.01597421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02735266,"threshold_uncertainty_score":0.1446564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101629712874874,"score_gpt":0.3464425089190803,"score_spread":0.3254262117903316,"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."}}