{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003155023,0.00003200176,0.0000279526,0.0001128206,0.0002011639,0.0001902364,0.00009262309,0.00001309754,0.00001121094],"category_scores_gemma":[0.0001505701,0.00002629348,0.000007932307,0.0001079715,0.00001253728,0.000312207,0.00004974624,0.0001571641,0.00009331486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000120889,"about_ca_system_score_gemma":0.00008147334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008696132,"about_ca_topic_score_gemma":0.00002286691,"domain_scores_codex":[0.9995092,0.0000753655,0.00003576916,0.0001351924,0.0001271395,0.0001173593],"domain_scores_gemma":[0.9996124,0.0002549409,0.000008837725,0.00006627345,0.00001902329,0.00003854588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002752236,0.000009153413,0.001103595,0.00000399145,0.000003540422,0.000001538413,0.001704182,0.0003036253,0.001488856,0.9396937,0.0008189707,0.05486609],"study_design_scores_gemma":[0.0004144201,0.001521747,0.5022131,0.00005366484,0.000002041582,0.00003063077,0.02258712,0.1165213,0.00326774,0.2933626,0.05957896,0.0004467163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5712305,0.00002471442,0.05495286,0.004784599,0.0001707178,0.00006217605,1.224943e-7,0.000452041,0.3683223],"genre_scores_gemma":[0.9908489,0.00002200203,0.001703368,0.00005479265,0.00005174831,0.000004905988,9.667984e-7,0.00000191334,0.007311421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6463311,"threshold_uncertainty_score":0.1834454,"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."}}