{"id":"W1531041842","doi":"","title":"Engaging Staff in Change--Experiences in Schools in England.","year":2007,"lang":"en","type":"article","venue":"International electronic journal for leadership in learning","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pedagogy; Sociology; Organizational change; Psychology; Mathematics education; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004394633,0.0001603319,0.0002056309,0.001028782,0.00005951326,0.00005638621,0.0003993605,0.0001463056,0.0005257063],"category_scores_gemma":[0.0004294064,0.0001565021,0.00006549804,0.000501171,0.00003549433,0.0003258352,0.00001814117,0.002775555,0.00002422233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009230502,"about_ca_system_score_gemma":0.0001238742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002362822,"about_ca_topic_score_gemma":0.002367837,"domain_scores_codex":[0.997329,0.0003006935,0.0006484578,0.0003343845,0.0003039253,0.001083532],"domain_scores_gemma":[0.9989585,0.0006642319,0.0001862498,0.00006621314,0.00005527693,0.00006947254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00073109,0.000705688,0.8422149,0.00001089511,0.00003278353,0.0001280557,0.09979521,0.0005572755,0.0001408837,0.01505316,0.00003126705,0.04059881],"study_design_scores_gemma":[0.006059795,0.000632231,0.531081,0.0004750454,0.000003043448,0.0002059689,0.4234647,0.0004161628,0.00004298186,0.01641327,0.02079243,0.0004133609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884765,0.001004869,0.0004730288,0.005440098,0.00142593,0.000243712,6.47429e-7,0.00001251825,0.002922723],"genre_scores_gemma":[0.9977167,0.00007270321,0.0001246688,0.0003699599,0.000547941,0.000122182,0.00001227192,0.00001705862,0.001016511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3236695,"threshold_uncertainty_score":0.9995251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066314742201149,"score_gpt":0.4376792249457354,"score_spread":0.2310477507256204,"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."}}