{"id":"W4396860133","doi":"10.4324/9781003457510-23","title":"Expansive education leadership","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Expansive; Expansive clay; Political science; Geology; Materials science; Composite material","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002623538,0.0001528174,0.0001195268,0.0002366652,0.0001812666,0.0001212035,0.0001671806,0.0003579955,0.009826135],"category_scores_gemma":[0.00007344318,0.0001566454,0.00007299543,0.00009618937,0.0002247762,0.0001679909,0.00001121304,0.0003244447,0.004764939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991217,"about_ca_system_score_gemma":0.00241922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002868928,"about_ca_topic_score_gemma":0.000568838,"domain_scores_codex":[0.9989181,0.00001349517,0.0002001132,0.0002799001,0.0004052252,0.0001831599],"domain_scores_gemma":[0.9991769,0.00008061715,0.00008351257,0.0001472322,0.0004345395,0.00007724753],"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":[8.15156e-7,0.000007608736,0.0000021422,0.00003282341,0.00001498924,2.756628e-7,0.0053862,3.668857e-8,0.000001503024,0.8180012,0.1695057,0.007046747],"study_design_scores_gemma":[0.000009234053,0.000006036132,0.00000405733,0.0001254199,0.00001888116,3.454806e-7,0.01655312,1.386236e-7,0.000003973507,0.3040049,0.6791404,0.0001335182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003396878,0.001399643,0.000008781214,0.04702463,0.002847965,0.000227658,0.000004657843,0.0001415212,0.9483417],"genre_scores_gemma":[0.004616469,0.0001405707,0.0001155141,0.003764462,0.003371656,0.00002081707,0.0001382533,0.0000353676,0.9877969],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5139962,"threshold_uncertainty_score":0.9960099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1697999976594468,"score_gpt":0.3608919450071594,"score_spread":0.1910919473477126,"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."}}