{"id":"W4389144085","doi":"10.61440/jmcns.2023.v1.22","title":"Reflection on Learning Objectives and Teaching Strategies","year":2023,"lang":"en","type":"article","venue":"","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Reflection (computer programming); Mathematics education; Psychology; Pedagogy; Computer science","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":[0.01065128,0.0008171807,0.0004072283,0.000994504,0.0008968723,0.004964489,0.001354282,0.001607124,0.01013213],"category_scores_gemma":[0.05233368,0.0003498409,0.0005088259,0.0005167114,0.0009382237,0.00338874,0.003570706,0.004370398,0.003156823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766782,"about_ca_system_score_gemma":0.003108104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004265174,"about_ca_topic_score_gemma":0.0008574119,"domain_scores_codex":[0.9889991,0.005931481,0.0005357752,0.0009369348,0.002999143,0.0005977056],"domain_scores_gemma":[0.9552308,0.02813222,0.001489464,0.004374923,0.009005845,0.001766767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006679263,0.002647667,0.008969889,0.0005994906,0.00005344615,0.0001671436,0.05796153,0.004061551,0.02861977,0.05637975,0.01824291,0.8216289],"study_design_scores_gemma":[0.0004337845,0.002885483,0.04144733,0.002473248,0.0002818037,0.0009694435,0.08251709,0.02966038,0.1392435,0.2432489,0.456402,0.000437031],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2980622,0.0005395605,0.3422027,0.008865835,0.001160661,0.001828896,0.0003335103,0.001391425,0.3456151],"genre_scores_gemma":[0.7717494,0.0007043664,0.1417571,0.001500582,0.0002070947,0.001164716,0.0004509099,0.0006866676,0.08177913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01065128,"threshold_uncertainty_score":0.05633003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08781651493091033,"score_gpt":0.4341692163059543,"score_spread":0.3463527013750439,"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."}}