{"id":"W7116654252","doi":"10.13140/rg.2.2.25854.24646","title":"International Comparative Review: SEND Policy (Special Educational Needs and Disabilities)","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Education in Diverse Contexts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relation (database); Key (lock); Government (linguistics); Public policy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006475642,0.0000854992,0.0001148688,0.0003127115,0.002294421,0.0005138607,0.0006782439,0.00004026351,0.03157846],"category_scores_gemma":[0.00260215,0.00009825041,0.00003442083,0.0008003289,0.0005875885,0.0003090964,0.0004797784,0.0001443636,0.001847428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993203,"about_ca_system_score_gemma":0.00005409222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002147916,"about_ca_topic_score_gemma":0.000006326993,"domain_scores_codex":[0.9986172,0.0004111201,0.0001995887,0.0002344237,0.0003312344,0.000206465],"domain_scores_gemma":[0.9987385,0.0001323697,0.00007218244,0.000192114,0.0007398164,0.0001250714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008100484,0.00006243311,0.00003495607,0.00003610932,0.00002200818,1.378029e-7,0.01448327,7.799468e-7,0.00001498589,0.3437188,0.6226584,0.01896004],"study_design_scores_gemma":[0.0001637579,0.00001435694,0.0009497009,0.0001045053,0.000008598269,0.000003613296,0.01217355,0.000005733652,0.000006832502,0.002217836,0.9842669,0.00008457999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003604731,0.0004374355,0.00008211111,0.05271215,0.0005739119,0.0003975452,0.00008032178,0.0001487719,0.941963],"genre_scores_gemma":[0.8739945,0.00839185,0.0003615082,0.004683362,0.006412197,7.712437e-7,0.001652061,0.0004567757,0.104047],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8703898,"threshold_uncertainty_score":0.9990045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05851381996373201,"score_gpt":0.3729529760509473,"score_spread":0.3144391560872153,"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."}}