{"id":"W4281483910","doi":"10.3233/shti220561","title":"Improving Shared Decision-Making Using Cognitive Effort-Optimization","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Victoria; York University; University of Toronto","funders":"","keywords":"Cognition; Intervention (counseling); Risk analysis (engineering); Type 2 diabetes; Computer science; Diabetes mellitus; Psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003648182,0.001233088,0.000502078,0.0009182286,0.0005832315,0.001898316,0.001388437,0.0007994445,0.005049713],"category_scores_gemma":[0.01404427,0.0002862427,0.0008468525,0.0004626922,0.0007639687,0.001748903,0.002737527,0.001149558,0.0006025017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006681883,"about_ca_system_score_gemma":0.001424934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151418,"about_ca_topic_score_gemma":0.001324679,"domain_scores_codex":[0.996913,0.001632524,0.00017397,0.0005326239,0.0004457596,0.0003021276],"domain_scores_gemma":[0.9925308,0.00520915,0.0006316614,0.0006415691,0.0003717219,0.000615111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001653451,0.0130382,0.02338208,0.001169447,0.0005813376,0.0003362306,0.006946019,0.06783889,0.01678073,0.02024725,0.004893895,0.8431326],"study_design_scores_gemma":[0.003259259,0.01111718,0.06101995,0.001195791,0.001392814,0.0006023062,0.006004644,0.6558135,0.03040622,0.1826807,0.04600762,0.000500034],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5829113,0.0004472053,0.3885024,0.001988819,0.0001483185,0.001511225,0.0001728424,0.0018702,0.02244768],"genre_scores_gemma":[0.854197,0.000207062,0.1424614,0.0002133333,0.00002876945,0.0008097271,0.0001495338,0.00004400913,0.001889152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005049713,"threshold_uncertainty_score":0.01929361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1098740513414743,"score_gpt":0.4856764632086451,"score_spread":0.3758024118671708,"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."}}