{"id":"W6892815123","doi":"10.5281/zenodo.12176916","title":"STEM EDUCATION AND CURRICULUM DEVELOPMENT: STRATEGIES FOR IMPLEMENTATION","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Curriculum; General partnership; Work (physics); Community of practice; Professional development; Curriculum development","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001030025,0.00006152352,0.00005024654,0.0001706732,0.003224174,0.00201277,0.0002787113,0.00003230804,0.004077588],"category_scores_gemma":[0.00008217249,0.00006440069,0.00001696672,0.0004136019,0.0001278359,0.0005774776,0.00009340173,0.00007650397,0.0007077259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001430177,"about_ca_system_score_gemma":0.00012206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001196111,"about_ca_topic_score_gemma":0.00001945023,"domain_scores_codex":[0.999001,0.0001782997,0.00013868,0.0002470198,0.0002191284,0.0002158216],"domain_scores_gemma":[0.9994099,0.00003175717,0.00003564979,0.0000859032,0.000319954,0.0001168139],"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":[0.000002194209,0.00003127748,0.00001179701,0.00004005931,0.000007016956,1.804809e-7,0.04097815,8.197163e-7,0.0001590278,0.1920013,0.0733732,0.693395],"study_design_scores_gemma":[0.00006241671,0.00002913871,0.0003407309,0.00001564589,0.00000444235,0.000004953976,0.09928053,0.00004555586,0.00005377029,0.001196868,0.8988906,0.00007534029],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5780059,0.002027766,0.02270882,0.01405093,0.003082217,0.002834901,0.0001443312,0.002549474,0.3745956],"genre_scores_gemma":[0.9958919,0.0001253764,0.0006023686,0.0001278799,0.0003272965,4.395939e-7,0.0003833816,0.0002079549,0.002333346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8255174,"threshold_uncertainty_score":0.9990233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07887652600771836,"score_gpt":0.3884217147328587,"score_spread":0.3095451887251404,"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."}}