{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08376749,0.001960495,0.0008435248,0.004656124,0.004544032,0.01856063,0.003761273,0.008388863,0.01533903],"category_scores_gemma":[0.06040974,0.001047616,0.0009761764,0.003263729,0.004908437,0.01288548,0.02331416,0.006656765,0.002920285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01223613,"about_ca_system_score_gemma":0.0651703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005775037,"about_ca_topic_score_gemma":0.006541458,"domain_scores_codex":[0.9598514,0.02910174,0.002211482,0.001605229,0.004416425,0.002813788],"domain_scores_gemma":[0.948817,0.02660176,0.003431805,0.00240296,0.009306773,0.009439748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001002276,0.001478819,0.005349819,0.003698017,0.00006864315,0.0004199838,0.02487356,0.002551307,0.0009561636,0.1465245,0.06407305,0.7499059],"study_design_scores_gemma":[0.0004656579,0.001399983,0.01233978,0.0164695,0.0001408629,0.0006229019,0.1352517,0.007176997,0.003592738,0.1718127,0.6504573,0.0002698961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02669137,0.01941183,0.2268336,0.6076121,0.002481763,0.01221749,0.0003297338,0.001841176,0.1025809],"genre_scores_gemma":[0.2939293,0.01402874,0.6297055,0.02349242,0.0005657388,0.01206763,0.000503583,0.0002889331,0.02541815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08376749,"threshold_uncertainty_score":0.4430101,"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."}}