{"id":"W4392901966","doi":"10.1080/00094056.2024.2330315","title":"Leading Innovation in Education","year":2024,"lang":"en","type":"article","venue":"Childhood Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Psychology; Pedagogy; Mathematics education; Sociology; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006034723,0.0004792783,0.0005033483,0.001055597,0.005037005,0.01581553,0.0008884473,0.004885046,0.04204574],"category_scores_gemma":[0.009323886,0.0002169255,0.0004027109,0.001499707,0.006554881,0.006174452,0.005535212,0.006350471,0.01688958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005933099,"about_ca_system_score_gemma":0.01456252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003602088,"about_ca_topic_score_gemma":0.007546716,"domain_scores_codex":[0.995181,0.001230379,0.0001884764,0.0005788693,0.002005507,0.0008156495],"domain_scores_gemma":[0.9930959,0.001474405,0.0002955456,0.001099651,0.001785062,0.00224944],"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":[0.00001403279,0.00003436446,0.0004185632,0.0001615302,0.000007845212,0.00006333274,0.001157589,0.0001578697,0.000180151,0.5736018,0.3145663,0.1096365],"study_design_scores_gemma":[0.000004503631,0.00001654564,0.0002349637,0.0002216407,0.000002978269,0.00003293703,0.0004434447,0.00006828754,0.0001069292,0.05580375,0.9430578,0.000006144027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001610079,0.01695504,0.003790048,0.1204143,0.01278428,0.00005336782,0.00007674031,0.0002586037,0.8440575],"genre_scores_gemma":[0.1157154,0.0208764,0.005354722,0.03642255,0.006172479,0.0001377111,0.0001845389,0.0002211637,0.814915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04204574,"threshold_uncertainty_score":0.140657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07023228041259418,"score_gpt":0.4061784531304511,"score_spread":0.335946172717857,"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."}}