{"id":"W4322711135","doi":"10.2196/44239","title":"Low-Cost Technology-Aided Programs for Supporting People With Motor, Visual, and Intellectual Disabilities in Functional Forms of Occupation and Communication: Proof-of-Concept Study","year":2023,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Occupational Therapy Practice and Research","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Active listening; Intervention (counseling); Psychology; Set (abstract data type); Applied psychology; Multiple disabilities; Multimedia; Medical education; Computer science; Communication; Medicine; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00105293,0.000125983,0.0002928723,0.0005411618,0.0003422623,0.00001259311,0.00008843869,0.0001785,0.000009352691],"category_scores_gemma":[0.005057284,0.00009182662,0.0000220256,0.0009012361,0.0008280253,0.0002706226,0.000166031,0.0003139583,5.37853e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005519167,"about_ca_system_score_gemma":0.0001091259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002636759,"about_ca_topic_score_gemma":0.0002258658,"domain_scores_codex":[0.9985708,0.000175922,0.0005628649,0.0002808494,0.0001931128,0.0002164799],"domain_scores_gemma":[0.993067,0.005957436,0.0003202859,0.000193697,0.0004415363,0.00002004313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008231551,0.0004806847,0.8854212,0.0005395744,0.00003345994,1.136411e-7,0.01292415,0.000004057249,0.0001897243,0.001838884,0.0001163203,0.09762871],"study_design_scores_gemma":[0.001395623,0.002403722,0.5329338,0.0002515006,0.00001015027,5.063247e-7,0.4557774,0.0005040423,0.0004753518,0.006050945,0.00009702519,0.00009988301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991089,0.0001092007,0.0006156933,0.002554043,0.00001496036,0.005377929,0.00002433438,0.000186743,0.00002802136],"genre_scores_gemma":[0.9929388,0.00003729699,0.002118489,0.000005323745,0.000004701858,0.004759232,0.00006848329,0.00001199492,0.00005566778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4428532,"threshold_uncertainty_score":0.6054407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07648364372954201,"score_gpt":0.4568055147616311,"score_spread":0.3803218710320891,"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."}}