{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006614402,0.00008364049,0.00007720915,0.0006045374,0.0001658853,0.0001763441,0.0001088479,0.00007485446,0.0002362974],"category_scores_gemma":[0.0004405172,0.00009244955,0.0000248486,0.001912371,0.00006896184,0.0004466196,0.000007635935,0.0001908531,0.0003130647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000461145,"about_ca_system_score_gemma":0.004283289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005768689,"about_ca_topic_score_gemma":0.0003799865,"domain_scores_codex":[0.9990618,0.0001116303,0.0002388175,0.0002267305,0.0001685403,0.0001925412],"domain_scores_gemma":[0.9996271,0.00006524396,0.00004438539,0.000109106,0.0001107601,0.00004340134],"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":[5.384593e-7,0.0003248076,0.008074781,0.00002250125,0.000005691405,5.954638e-8,0.4490249,8.024412e-7,0.00003584343,0.2056171,0.02912755,0.3077654],"study_design_scores_gemma":[0.00004493985,0.000007685312,0.1499496,0.0002422691,0.00000807477,8.858174e-7,0.3710102,0.000002266171,0.00005065843,0.01463494,0.4638819,0.0001666268],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7183634,0.007914296,0.00007875957,0.1225072,0.009836012,0.000513629,9.168676e-7,0.0003272009,0.1404586],"genre_scores_gemma":[0.989974,0.0001627492,0.0002549076,0.0009688294,0.001520109,0.0001225775,0.00003572842,0.00001319495,0.0069479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4347543,"threshold_uncertainty_score":0.7598372,"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."}}