{"id":"W2039636867","doi":"10.1080/15505170.2011.572478","title":"Curriculum as Difficult Inheritance","year":2011,"lang":"en","type":"article","venue":"Journal of Curriculum and Pedagogy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Inheritance (genetic algorithm); Curriculum; Sociology; Mathematics education; Pedagogy; Computer science; Psychology; Genetics; Biology; Gene","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002013101,0.0001459706,0.0002506465,0.0001162022,0.0001674925,0.0001096116,0.0001528752,0.00005164582,0.00229385],"category_scores_gemma":[0.00008516345,0.000100425,0.00009356462,0.0000482186,0.0001410898,0.0005715626,0.00001975987,0.0002218628,0.00007117678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001885724,"about_ca_system_score_gemma":0.000113198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006848163,"about_ca_topic_score_gemma":0.0002414988,"domain_scores_codex":[0.9989696,0.00005334902,0.0004318515,0.0001197562,0.0002084846,0.0002169357],"domain_scores_gemma":[0.9988562,0.00002555134,0.0003500943,0.0001037207,0.0004870417,0.0001774224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002755805,0.0008359412,0.06808976,0.00009206309,0.00008047256,0.0000650637,0.8520781,2.914841e-7,0.00001953279,0.03856519,0.02767534,0.01247067],"study_design_scores_gemma":[0.001122757,0.001020034,0.01383203,0.0002538429,0.0001765375,0.0006711362,0.4800754,0.0000422533,0.0001090381,0.00819677,0.4940018,0.0004983887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796146,0.002795479,0.00001143137,0.0003055273,0.003243022,0.00005975584,0.000003101674,0.00001447366,0.01395261],"genre_scores_gemma":[0.9941216,0.0005105291,0.0001428648,0.0002607385,0.002933218,0.000003374949,0.000002943886,0.00001253747,0.002012189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4663265,"threshold_uncertainty_score":0.9986182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429744477651087,"score_gpt":0.2836974826921938,"score_spread":0.2494000379156829,"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."}}