{"id":"W1973469398","doi":"10.1145/2512276.2512291","title":"Computing is not a rock band","year":2013,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Variety (cybernetics); Computer science; Institution; Data science; Information technology; Mathematics education; Artificial intelligence; Psychology; Social science; Sociology","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":[0.001652887,0.0002354418,0.0004654127,0.0007546987,0.004095739,0.007630437,0.0006538221,0.00129453,0.03255266],"category_scores_gemma":[0.01083435,0.000252931,0.00028162,0.001116338,0.006762051,0.01002586,0.004341961,0.003806656,0.009193016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190031,"about_ca_system_score_gemma":0.002417551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002984236,"about_ca_topic_score_gemma":0.004172229,"domain_scores_codex":[0.9971241,0.0005609564,0.0001082013,0.0005842666,0.001191031,0.0004314184],"domain_scores_gemma":[0.9934409,0.001387452,0.0007642409,0.001351172,0.0009641948,0.002092011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002894262,0.0001882825,0.02262675,0.0007282462,0.00009390182,0.000597527,0.03341911,0.0005409101,0.004445395,0.353909,0.2169586,0.3662029],"study_design_scores_gemma":[0.000007609394,0.0001494363,0.008943855,0.0004437833,0.0000156593,0.0005108599,0.01749443,0.0001516829,0.0002831811,0.02558856,0.9463804,0.0000306135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1327723,0.005935833,0.01895178,0.1104274,0.005212028,0.0001039031,0.0003513152,0.0006825322,0.725563],"genre_scores_gemma":[0.7888895,0.004537635,0.007026823,0.03108922,0.001476587,0.000117162,0.0002956182,0.000467807,0.1660997],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03255266,"threshold_uncertainty_score":0.1088995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591852365566582,"score_gpt":0.2422734970404797,"score_spread":0.2263549733848139,"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."}}