{"id":"W6908756205","doi":"10.26181/23528697","title":"The healthcare needs and general practice utilization of people with acquired neurological disability and complex needs: A scoping review","year":2022,"lang":"en","type":"article","venue":"La Trobe University","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Intervention (counseling); MEDLINE; Mental health; Needs assessment; General practice; Service (business); Service provider","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":[],"consensus_categories":[],"category_scores_codex":[0.0005488652,0.00007283962,0.0002330227,0.00003538829,0.0003751604,0.00001185718,0.00008776336,0.00002565997,0.0002148606],"category_scores_gemma":[0.0004256195,0.00005211087,0.00003240189,0.0005335101,0.0005012737,0.0001039668,0.0002502985,0.0001580305,5.882811e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005299363,"about_ca_system_score_gemma":0.00008035828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002722433,"about_ca_topic_score_gemma":0.00007760687,"domain_scores_codex":[0.9986082,0.0007085755,0.0001258413,0.0001633736,0.0002510947,0.0001429418],"domain_scores_gemma":[0.9990617,0.0004713465,0.00005419384,0.0002088596,0.0001098436,0.00009407582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004937694,0.0006628472,0.9690227,0.00639372,0.00009984586,0.00001614855,0.003341775,0.00001767962,0.0001453664,0.005861844,0.001491142,0.008009224],"study_design_scores_gemma":[0.00262908,0.005253315,0.941765,0.001270002,0.0002893853,0.0007488994,0.01185804,0.002667078,0.00001138859,0.0000770188,0.03320418,0.0002266392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809162,0.002311732,0.00005795281,0.01408266,0.00001192775,0.0008532444,0.00001183768,0.00002059437,0.001733855],"genre_scores_gemma":[0.9945261,0.004496691,0.0001061618,0.0006090045,0.000006583469,0.000003188263,0.00001959089,0.000004635827,0.0002280049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03171303,"threshold_uncertainty_score":0.2885469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0687580689507226,"score_gpt":0.3376017924846987,"score_spread":0.2688437235339761,"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."}}