{"id":"W6999721359","doi":"","title":"Delivering a country that works for all children and young people: An evidence-based plan for addressing the autism assessment and support crisis","year":2024,"lang":"en","type":"book","venue":"CLOK (University of Central Lancashire)","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cardiff University; University of Birmingham; Newcastle University; University of Leeds; National Institute for Health and Care Research; Durham University; York University; University of Bradford; University of Central Lancashire","keywords":"Autism; Plan (archaeology); Government (linguistics); Mental health; Autism spectrum disorder; Work (physics); Context (archaeology); Data collection; Action plan","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003958513,0.0003482183,0.0005063437,0.0001806535,0.0006078523,0.0003089126,0.0006569798,0.0002984576,0.00007390499],"category_scores_gemma":[0.00003512694,0.0003414057,0.0001595472,0.0001193409,0.0003826975,0.0006216738,0.0003171029,0.0005740431,0.000001868272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003203148,"about_ca_system_score_gemma":0.0007638512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003864321,"about_ca_topic_score_gemma":0.002172609,"domain_scores_codex":[0.9975548,0.0001108536,0.0001781794,0.0008948437,0.0005379124,0.0007234243],"domain_scores_gemma":[0.9985303,0.0005770198,0.0002251212,0.0004035667,0.00002373804,0.0002402809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.01095362,0.001566946,0.1320832,0.0243959,0.002911355,0.001703254,0.07188684,0.0004175889,0.005057244,0.418209,0.2506334,0.08018168],"study_design_scores_gemma":[0.008746214,0.002576792,0.8658264,0.008105618,0.003088653,0.0004580446,0.002883474,0.05619782,0.0005137914,0.02226986,0.0258944,0.003438907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8195685,0.02011699,0.04091046,0.05482418,0.003135308,0.02624216,0.01681062,0.001323783,0.01706798],"genre_scores_gemma":[0.9888014,0.002613244,0.0008173104,0.0002679979,0.0001004891,0.000009727096,0.0003478939,0.00008651493,0.00695548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7337433,"threshold_uncertainty_score":0.9999038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07810296340857424,"score_gpt":0.3088422531525373,"score_spread":0.2307392897439631,"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."}}