{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001725161,0.00007058374,0.00007377929,0.0000394469,0.0001647583,0.0003922572,0.0004263473,0.00002836819,0.000105828],"category_scores_gemma":[0.00002581133,0.0000574744,0.00003598816,0.0001248167,0.000005704883,0.000245833,0.0001249767,0.0001602148,0.001016339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009087084,"about_ca_system_score_gemma":0.00001218357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003547771,"about_ca_topic_score_gemma":0.000001083525,"domain_scores_codex":[0.9992793,0.00003852141,0.0001032406,0.0002220947,0.0001318271,0.000224982],"domain_scores_gemma":[0.9995371,0.00006722812,0.00003415615,0.0002638484,0.0000300157,0.0000676673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[2.66917e-7,0.00002094454,0.002060147,0.000005362826,0.000007189338,0.000001697582,0.003571594,0.0001925889,0.00022134,0.004885196,0.008408586,0.9806251],"study_design_scores_gemma":[0.0004105073,0.0001134431,0.02124736,0.00003726848,0.000003579632,0.00003711179,0.0001922153,0.6450044,0.002712328,0.0004265156,0.3293675,0.0004477768],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04292193,0.00002047549,0.9491281,0.003252505,0.0001451556,0.00006321399,2.95549e-8,0.0005281814,0.003940434],"genre_scores_gemma":[0.8460416,2.499704e-7,0.1496569,0.00145913,0.00004382037,0.000001793061,1.482415e-7,0.000003976285,0.002792386],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9801773,"threshold_uncertainty_score":0.9997615,"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."}}