{"id":"W4412578461","doi":"10.1353/csj.2025.a965915","title":"Ecology of HESA Curriculum Development: Influences on Planning and Teaching","year":2025,"lang":"en","type":"article","venue":"College student affairs journal","topic":"Education and Vocational Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Curriculum; Geography; Sociology; Biology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383883,0.00006936865,0.0001282352,0.0002185637,0.001224717,0.00006436457,0.0002045656,0.0000404575,0.00005303388],"category_scores_gemma":[0.0003726279,0.00006318292,0.00002698145,0.0001437974,0.0001418664,0.0001239246,0.00003723995,0.000244184,0.000002821331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110053,"about_ca_system_score_gemma":0.0006353323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001342441,"about_ca_topic_score_gemma":0.00009392985,"domain_scores_codex":[0.998952,0.0001972247,0.000273412,0.0001088725,0.0002967274,0.0001717255],"domain_scores_gemma":[0.9993389,0.0002828614,0.0001465406,0.00003985295,0.0001131674,0.00007872473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007332242,0.0001504355,0.6574476,0.00000905333,0.00006009878,0.000005394698,0.0474254,0.00005097144,0.00001164209,0.29121,0.001660541,0.001961503],"study_design_scores_gemma":[0.0004311909,0.00005206464,0.5423375,0.0002749744,0.00001441166,0.000006482174,0.4128725,0.00001000604,0.00002387446,0.001644777,0.04222578,0.0001064279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8255874,0.0002220226,0.00005047394,0.002274047,0.0006904788,0.0001006224,7.136864e-7,0.00001324847,0.171061],"genre_scores_gemma":[0.997129,0.00002884649,0.001152077,0.0001532391,0.0001320415,0.000006823491,4.73194e-7,0.000002627963,0.001394887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3654471,"threshold_uncertainty_score":0.9419656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882905063480783,"score_gpt":0.4058043466709108,"score_spread":0.376975296036103,"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."}}