{"id":"W4413164755","doi":"10.1016/j.dhjo.2025.101961","title":"Direct support professional perspectives on the value of virtual healthcare for adults with intellectual and developmental disabilities: Trends over four years","year":2025,"lang":"en","type":"article","venue":"Disability and health journal","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Centre for Addiction and Mental Health","funders":"Azrieli Foundation","keywords":"Value (mathematics); Intellectual disability; Health care; Psychology; Gerontology; Medicine; Political science; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001705097,0.0001997074,0.0005329996,0.0001255883,0.0004667252,0.00003874975,0.0001134696,0.00009372654,0.001080351],"category_scores_gemma":[0.002256476,0.0001189613,0.0001237905,0.0003097672,0.001439388,0.00009692099,0.00007594728,0.0005801166,0.000003320617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000434565,"about_ca_system_score_gemma":0.001143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001394596,"about_ca_topic_score_gemma":0.0001454087,"domain_scores_codex":[0.9978549,0.0002777989,0.0005665644,0.0004133247,0.0004601931,0.0004272601],"domain_scores_gemma":[0.9972497,0.001959697,0.00008122737,0.0002040898,0.0001998019,0.0003054603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0238071,0.00381771,0.5373242,0.003865577,0.0005825477,0.000002455247,0.248768,0.000002433367,0.00003529067,0.01981493,0.0441897,0.11779],"study_design_scores_gemma":[0.00381743,0.01216927,0.6477948,0.001660523,0.00004720971,0.00025366,0.3278597,0.0001853705,0.0000841166,0.0009916225,0.004907376,0.0002289269],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716175,0.0003274323,0.0000381921,0.02528878,0.00009053677,0.0008645345,0.00008277855,0.00001384297,0.001676358],"genre_scores_gemma":[0.9968444,0.000362962,0.0001621734,0.0009914757,0.00006983212,0.00006855201,0.00001487049,0.00001427254,0.001471478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1175611,"threshold_uncertainty_score":0.9998328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078881293368989,"score_gpt":0.3866929344533928,"score_spread":0.3259041215197029,"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."}}