{"id":"W4292842595","doi":"10.3102/1432619","title":"Reflective Teaching Practice in Computer Science? A Tale of Two Instructors","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 2019 AERA Annual Meeting","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematics education; Multimedia; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01453914,0.0006824583,0.0005793861,0.001719345,0.008249835,0.01052934,0.001982056,0.003781877,0.003499088],"category_scores_gemma":[0.03432251,0.0004556728,0.0006011741,0.0005240603,0.007612761,0.008249835,0.009511697,0.006775393,0.001859765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003361553,"about_ca_system_score_gemma":0.004957724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741972,"about_ca_topic_score_gemma":0.002279371,"domain_scores_codex":[0.9783497,0.0137692,0.0004583027,0.001899867,0.003611766,0.001911152],"domain_scores_gemma":[0.9765779,0.004303264,0.00158094,0.002647581,0.004842777,0.01004758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002670079,0.00174664,0.01863731,0.0003297337,0.00006796333,0.00370725,0.5919988,0.0002700134,0.006152083,0.04570248,0.07930957,0.2518112],"study_design_scores_gemma":[0.0001199758,0.001260435,0.008369249,0.0008679819,0.00005215843,0.009499365,0.4226364,0.00287671,0.003559442,0.02807982,0.5224029,0.000275551],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4133731,0.007048175,0.06251972,0.414669,0.01003335,0.000645285,0.00004933514,0.001422809,0.09023925],"genre_scores_gemma":[0.8335263,0.00183183,0.03045495,0.04489104,0.001100501,0.0003731991,0.00005958243,0.0003803921,0.08738237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01453914,"threshold_uncertainty_score":0.07689124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019066545057399,"score_gpt":0.3613193180863812,"score_spread":0.3511286526358072,"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."}}