{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006769706,0.0001163906,0.0002186773,0.0002538317,0.0003979694,0.00009714576,0.0008263809,0.00006413068,0.000010013],"category_scores_gemma":[0.009329059,0.00009665105,0.00005919651,0.001157999,0.0006012525,0.003334344,0.0003018492,0.000455029,0.000008783407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458962,"about_ca_system_score_gemma":0.0004089982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004009234,"about_ca_topic_score_gemma":0.00006392215,"domain_scores_codex":[0.9979303,0.0001383134,0.0003850379,0.0003470843,0.0008434994,0.00035576],"domain_scores_gemma":[0.9969296,0.0007098825,0.0009872422,0.0001228352,0.001196895,0.00005355192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001245293,0.0003381626,0.32333,0.00008550794,0.00003932199,1.563375e-7,0.4643239,0.0002439973,0.1336772,0.05165734,0.0002293081,0.02595056],"study_design_scores_gemma":[0.003713642,0.001147825,0.1565876,0.003427337,0.0002342035,0.00004854768,0.5226038,0.002203422,0.2283435,0.06028098,0.01965853,0.001750652],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8011785,0.0000328608,0.000006486616,0.0008722268,0.0008255636,0.0004061829,0.00000168725,0.00001707933,0.1966595],"genre_scores_gemma":[0.9710816,0.00001238816,0.02839259,0.00009352076,0.000227986,0.000006097409,1.393155e-7,0.00001203721,0.0001736578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964858,"threshold_uncertainty_score":0.9990158,"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."}}