{"id":"W3201724305","doi":"10.1007/s10833-021-09440-4","title":"From accountability to shared responsibility: A case study of a multi-layered educational change initiative","year":2021,"lang":"en","type":"article","venue":"Journal of Educational Change","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Accountability; Context (archaeology); Public relations; Social responsibility; Psychology; Political science; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01589816,0.0007549011,0.000620776,0.001847807,0.03700018,0.01125688,0.005136437,0.01023839,0.004933439],"category_scores_gemma":[0.02898362,0.0008096945,0.001117541,0.001872908,0.01431495,0.008207873,0.01282443,0.01364125,0.000733855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01316589,"about_ca_system_score_gemma":0.01796121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02828457,"about_ca_topic_score_gemma":0.06495961,"domain_scores_codex":[0.9757052,0.01645876,0.0004585363,0.001157176,0.001903428,0.004316896],"domain_scores_gemma":[0.964489,0.01905846,0.002496828,0.001919633,0.002294949,0.009741081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002932466,0.003520847,0.01934284,0.000211555,0.000055462,0.02965236,0.8455278,0.001728002,0.002006485,0.06232796,0.004606768,0.03072662],"study_design_scores_gemma":[0.0001261685,0.000769549,0.006742311,0.0002798431,0.0000566478,0.004051276,0.9248599,0.004350813,0.001835659,0.01006012,0.04673492,0.0001327925],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437346,0.0001321777,0.008938516,0.01165301,0.0001456089,0.000350667,0.00003117779,0.0001011435,0.03491313],"genre_scores_gemma":[0.9885209,0.00008968015,0.004678804,0.0007596766,0.0000229151,0.0001330343,0.00001709775,0.0000477304,0.005730077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03700018,"threshold_uncertainty_score":0.09552568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5823504638806393,"score_gpt":0.5198979125478387,"score_spread":0.06245255133280059,"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."}}