{"id":"W3207613685","doi":"10.3390/su132011502","title":"PARO as a Biofeedback Medical Device for Mental Health in the COVID-19 Era","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Psychosomatic Disorders and Their Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Japan Society for the Promotion of Science","keywords":"Mental health; Anxiety; Pandemic; Social distance; Intervention (counseling); Distress; Coronavirus disease 2019 (COVID-19); Psychology; Medicine; Biofeedback; Applied psychology; Internet privacy; Nursing; Psychiatry; Psychotherapist; Computer science","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":[0.001015929,0.0003083154,0.0004805168,0.001088803,0.0002972052,0.0008249289,0.0003348524,0.0008550583,0.002371489],"category_scores_gemma":[0.001196279,0.0001168271,0.0005518313,0.0006583036,0.0005177576,0.001046338,0.0005102616,0.0007998248,0.0004236111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000328688,"about_ca_system_score_gemma":0.0004530499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005352012,"about_ca_topic_score_gemma":0.001594706,"domain_scores_codex":[0.9994469,0.0002657967,0.00005846212,0.00005950896,0.0001393582,0.00002981497],"domain_scores_gemma":[0.9993613,0.0004962338,0.00007340658,0.0000106859,0.00004298937,0.00001535609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003659681,0.0001246532,0.0007906623,0.01979003,0.0001230835,0.0003919977,0.000533379,0.0001477472,0.006850712,0.003767197,0.004933564,0.962181],"study_design_scores_gemma":[0.0001215207,0.003723562,0.02477908,0.0328513,0.001111975,0.01286004,0.002938783,0.0008492405,0.01471523,0.005318759,0.9005679,0.00016271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006288305,0.9846321,0.00122183,0.001399064,0.0003206682,0.00002446704,0.00003782651,0.00002351776,0.006052244],"genre_scores_gemma":[0.05845121,0.934045,0.003645639,0.001272736,0.0003751142,0.00005393427,0.00005430727,0.00001021705,0.002091896],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002371489,"threshold_uncertainty_score":0.007933438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592422629003126,"score_gpt":0.3957654268173191,"score_spread":0.3698412005272878,"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."}}