{"id":"W2072598773","doi":"10.1145/2189835.2189861","title":"Status update","year":2012,"lang":"en","type":"article","venue":"ACM Inroads","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Shut down; State (computer science); Political science; Computer science; Mathematics education; Engineering ethics; Engineering; Law; Psychology; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003965761,0.00007735794,0.00007494741,0.00004685889,0.000117058,0.0001041226,0.0007274685,0.00003551637,0.00002051144],"category_scores_gemma":[0.0002256526,0.0000658738,0.00003504341,0.0001550734,0.00001723799,0.0004752123,0.0003733937,0.0001978977,0.0005152935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001920089,"about_ca_system_score_gemma":0.00001722594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005638022,"about_ca_topic_score_gemma":9.709109e-7,"domain_scores_codex":[0.9990788,0.00006923998,0.00008787599,0.0001406182,0.0001471166,0.0004764089],"domain_scores_gemma":[0.9990257,0.00006250116,0.0000377516,0.0007146451,0.00001358651,0.0001458021],"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":[6.466977e-7,0.00004525008,0.1115457,0.000002292087,0.000009033625,0.000001545992,0.002413187,0.000008052392,0.00003401033,0.02541891,0.0020686,0.8584528],"study_design_scores_gemma":[0.0001045046,0.0000202998,0.08061522,0.000003804478,0.000002573204,0.000006910545,0.00002441139,0.0001655279,0.0001031764,0.0003321856,0.9184996,0.0001217388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5294884,0.00131604,0.4566604,0.00403959,0.002384879,0.0001210548,7.948634e-7,0.001618558,0.004370294],"genre_scores_gemma":[0.8267103,0.00000476758,0.1724544,0.0004166419,0.00008881826,0.000004460886,0.000001561956,0.000006072435,0.0003129126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9164311,"threshold_uncertainty_score":0.6623228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02705730802216657,"score_gpt":0.2902393443528289,"score_spread":0.2631820363306623,"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."}}