{"id":"W4404316176","doi":"10.22329/jtl.v18i2.8625","title":"Backward Design in Pre-Service Teacher Education to Enhance Curriculum Knowledge","year":2024,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Service (business); Understanding by Design; Mathematics education; Pedagogy; Psychology; Computer science; Medical education; Curriculum development; Curriculum mapping; Business; Medicine; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005405187,0.00005869203,0.0000996934,0.0001706384,0.0003454706,0.0001917946,0.0001065293,0.00004557119,0.00006354157],"category_scores_gemma":[0.001738701,0.00005104855,0.00002540138,0.0002272298,0.00001790434,0.0001979342,0.00001780854,0.001026262,0.00002981594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001524099,"about_ca_system_score_gemma":0.000497051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004698007,"about_ca_topic_score_gemma":0.00009445773,"domain_scores_codex":[0.9983501,0.001012627,0.0002162393,0.0001039529,0.0001740393,0.0001429891],"domain_scores_gemma":[0.9994004,0.0003058639,0.0000460637,0.00003066682,0.00008798776,0.0001289953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006896287,0.0001949313,0.005153567,0.00005725149,0.0000101648,0.000002823655,0.4047832,0.0001700611,0.0001833285,0.005007365,0.003650035,0.5807804],"study_design_scores_gemma":[0.00007736022,0.0001040414,0.01356793,0.002037148,0.00002219589,0.00001606079,0.05980966,0.0006315124,0.0000408616,0.003011976,0.9204666,0.00021467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587884,0.002325325,0.01073222,0.01466276,0.001102842,0.00008819831,3.164265e-8,0.00003565265,0.01226456],"genre_scores_gemma":[0.9783576,0.00006672193,0.01525614,0.0003568101,0.0004884061,0.00000366245,1.986492e-7,0.00000717324,0.005463331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9168165,"threshold_uncertainty_score":0.4458654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193902720798176,"score_gpt":0.3900468028098114,"score_spread":0.3681077756018297,"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."}}