{"id":"W4417023856","doi":"10.1177/09731342251393970","title":"Bridging the Gap-establishing an Integrated Service for Adults with ADHD in India: The Amaha Model","year":2025,"lang":"en","type":"article","venue":"Journal of Indian Association for Child and Adolescent Mental Health","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Alliance; Public health; Mental health; Workforce; Public sector; Sociotechnical system; Service provider; Telepsychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004973958,0.0008194287,0.0008377874,0.002642879,0.001256994,0.004838657,0.00309549,0.002183048,0.003652998],"category_scores_gemma":[0.009845685,0.0003427857,0.001856616,0.002926111,0.001771163,0.003964676,0.00453866,0.003275681,0.0007036407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007375112,"about_ca_system_score_gemma":0.0397887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02947827,"about_ca_topic_score_gemma":0.0408906,"domain_scores_codex":[0.9963112,0.001811293,0.0004217349,0.0002390847,0.0007773191,0.0004392712],"domain_scores_gemma":[0.9961039,0.002032684,0.0005258377,0.0001477514,0.0007513469,0.000438552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001833375,0.0003479284,0.005736105,0.1641633,0.0009946722,0.00157491,0.005441953,0.002418597,0.0004111149,0.121956,0.0868007,0.6099715],"study_design_scores_gemma":[0.000237276,0.0005655133,0.01328011,0.2509845,0.003675774,0.002971217,0.01090227,0.00195727,0.0006035395,0.02291178,0.6917462,0.0001646186],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.009938917,0.8387619,0.003073179,0.1017631,0.003230948,0.0009024215,0.0006013291,0.0002303088,0.04149795],"genre_scores_gemma":[0.1370609,0.8242497,0.01049093,0.02358302,0.001005133,0.001070044,0.0004227047,0.00004075276,0.002076798],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02947827,"threshold_uncertainty_score":0.05861342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873731098209198,"score_gpt":0.3134350059451388,"score_spread":0.2946976949630468,"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."}}