{"id":"W4410148508","doi":"10.1017/9781009448321.027","title":"Turning the Impossible into the Possible","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006864562,0.0001933214,0.0001642612,0.00008768994,0.002455665,0.0002464432,0.001150068,0.0002610907,0.00003048751],"category_scores_gemma":[0.0001291889,0.0001427307,0.0001676127,0.00002656263,0.0008767471,0.0001798628,0.0002100873,0.0007566886,0.00002631486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190115,"about_ca_system_score_gemma":0.001103792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00616783,"about_ca_topic_score_gemma":0.0004051718,"domain_scores_codex":[0.9986671,0.0002554278,0.0001260735,0.0002924371,0.0003996395,0.0002593886],"domain_scores_gemma":[0.9976552,0.00139861,0.0002332773,0.0004260387,0.0001948721,0.00009196476],"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":[0.00002048667,0.000003495142,0.000006160311,0.00001961768,0.00008466219,0.00001141922,0.007981163,0.000001235037,0.000002439898,0.8963497,0.09380448,0.001715148],"study_design_scores_gemma":[0.00007582257,0.000008770695,0.00001865755,0.00009195277,0.0001778369,0.000001240278,0.009378313,0.00000400761,0.00001747575,0.0002818395,0.9897735,0.0001706479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007781965,0.0008369695,0.00002455109,0.005716079,0.000644408,0.0003561417,0.00002113912,0.00006858441,0.9922543],"genre_scores_gemma":[0.0027614,0.0003842034,0.00003871016,0.0006312184,0.0005069241,0.000001422977,0.00001175086,0.00001271387,0.9956517],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8960679,"threshold_uncertainty_score":0.998843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04270442336413389,"score_gpt":0.2825360999646094,"score_spread":0.2398316766004755,"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."}}