{"id":"W4400681099","doi":"10.62798/ygfd8584","title":"Collaborative Professional Development on Authentic Science May Reduce Barriers to Implementation in High School Classrooms","year":2024,"lang":"en","type":"article","venue":"Florida Educational Research Association","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Professional development; Mathematics education; Science education; Pedagogy; Authentic learning; Psychology; Sociology; 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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004258885,0.0001901372,0.0001373465,0.002074358,0.001349971,0.0007368204,0.0004544597,0.00007751917,0.002907269],"category_scores_gemma":[0.024998,0.0001878284,0.0000338564,0.008001812,0.0001874076,0.00101985,0.0001161376,0.0006606509,0.002671353],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007002414,"about_ca_system_score_gemma":0.01871767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004789653,"about_ca_topic_score_gemma":0.00006603911,"domain_scores_codex":[0.9934993,0.000687277,0.000463396,0.001120992,0.003373939,0.0008550796],"domain_scores_gemma":[0.9958715,0.002095618,0.0001138308,0.0002086687,0.001048246,0.000662171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003678156,0.000976498,0.0543967,0.0000894082,0.00002219929,0.000009705414,0.01902391,0.0001744479,0.5487431,0.2050998,0.15195,0.01914638],"study_design_scores_gemma":[0.0006003021,0.0003078326,0.6029111,0.0002783277,0.000006372867,0.000003176129,0.008636943,0.0002830801,0.2882631,0.006380819,0.09186757,0.0004613486],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587699,0.00001425482,0.00002459747,0.02614538,0.009658063,0.001302488,0.00005380156,0.00005442058,0.003977146],"genre_scores_gemma":[0.9660222,0.00001241699,0.0001258757,0.001133523,0.0005826529,0.001288192,0.00004617594,0.00002324153,0.03076574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5485144,"threshold_uncertainty_score":0.9999501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0514580581608689,"score_gpt":0.4368498063895249,"score_spread":0.385391748228656,"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."}}