{"id":"W3009604143","doi":"10.4018/978-1-7998-2430-5.ch002","title":"Responding to the Modern Culture of Education","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Graduation (instrument); Memorandum; Variety (cybernetics); Government (linguistics); Political science; Memorandum of understanding; Pedagogy; Public relations; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002883504,0.0003316088,0.000258898,0.0006523497,0.01292019,0.008379023,0.0007178542,0.002298812,0.005256652],"category_scores_gemma":[0.00283226,0.0001615335,0.0001695455,0.001106849,0.03351051,0.004367075,0.006768603,0.005973378,0.0008266513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0154553,"about_ca_system_score_gemma":0.01286902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1067254,"about_ca_topic_score_gemma":0.1757597,"domain_scores_codex":[0.9957377,0.00162557,0.0000799867,0.0003256561,0.001215762,0.001015369],"domain_scores_gemma":[0.9984944,0.0004171491,0.0001727594,0.0001549972,0.0003061689,0.0004546178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002007753,0.00003962969,0.00360171,0.0001807186,0.000009413649,0.0003022001,0.3497353,0.0001178586,0.0007302413,0.4597862,0.1231828,0.0622937],"study_design_scores_gemma":[0.000003347537,0.00001551736,0.003051394,0.0002332371,0.000001906953,0.0001304469,0.06669132,0.00003863255,0.00009480221,0.0180878,0.9116398,0.00001163179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08019297,0.01922435,0.002181277,0.3079452,0.004236033,0.00003565387,0.00005212472,0.00007844543,0.5860541],"genre_scores_gemma":[0.751995,0.01521956,0.001030095,0.08200944,0.001303823,0.00005615063,0.00003594624,0.0001091112,0.148241],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1067254,"threshold_uncertainty_score":0.2122084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06481896455827274,"score_gpt":0.3594411317397346,"score_spread":0.2946221671814619,"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."}}