{"id":"W2014960102","doi":"10.1145/1536274.1536280","title":"Pedagogical transformations in the UBC CS science education initiative","year":2009,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Engineering ethics; Science education; Computer science; Political science; Pedagogy; Sociology; Engineering; Psychology","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":[0.0009396984,0.00004659991,0.00003904562,0.0001172428,0.0002823136,0.0002861204,0.0007138443,0.00001593113,0.000003893232],"category_scores_gemma":[0.00008372777,0.0000291307,0.00001838065,0.0007830524,0.00005129252,0.0007399019,0.00001361286,0.0001991552,0.00001852353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586355,"about_ca_system_score_gemma":0.0003035438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002145371,"about_ca_topic_score_gemma":0.000006771578,"domain_scores_codex":[0.9992846,0.00008650227,0.0001030467,0.0001383561,0.0002274019,0.0001600677],"domain_scores_gemma":[0.9996626,0.00006401396,0.00002212028,0.0001863435,0.00003476272,0.00003011289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[2.206641e-7,0.0000859737,0.0001689364,5.154195e-7,1.864394e-7,3.41981e-7,0.04020412,0.0000447595,0.00001375246,0.4044282,0.00007358038,0.5549794],"study_design_scores_gemma":[0.0006676691,0.0008038311,0.6279645,0.00008598113,0.000008220131,0.0001335449,0.03395174,0.03252942,0.0003973155,0.03350883,0.2692683,0.0006806888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06718812,0.00004766018,0.8530069,0.02242825,0.0001371703,0.0001764253,8.204132e-8,0.0001832262,0.05683216],"genre_scores_gemma":[0.9622947,0.000001722381,0.03563499,0.0019128,0.00002072402,0.000005328327,5.497434e-7,6.688063e-7,0.0001285106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8951066,"threshold_uncertainty_score":0.2759065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08017395521755287,"score_gpt":0.3711745590832977,"score_spread":0.2910006038657448,"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."}}