{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001193922,0.0001353005,0.0003079101,0.00003747201,0.0001562874,0.00001920333,0.000131406,0.00008213407,0.0003976079],"category_scores_gemma":[0.004063649,0.00008843325,0.0001233004,0.0003185075,0.0001255646,0.00003751948,0.00004208597,0.0001610441,0.000008767126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009677825,"about_ca_system_score_gemma":0.005348893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008067841,"about_ca_topic_score_gemma":0.0006369665,"domain_scores_codex":[0.9983369,0.0002628801,0.0003293243,0.0003387744,0.0003449651,0.0003871905],"domain_scores_gemma":[0.9986081,0.0003532216,0.00005871229,0.0004741978,0.0001609623,0.0003448563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003163335,0.02131874,0.6232905,0.01085745,0.0005884847,0.0008732306,0.05755623,0.000004316544,0.00001501946,0.04283597,0.122322,0.1171748],"study_design_scores_gemma":[0.01684479,0.001167233,0.09079229,0.0002694502,0.00005855717,0.0003517575,0.05403816,0.0001874643,0.00003068816,0.2220534,0.6139052,0.0003010698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5172443,0.001068169,0.0001651549,0.478515,0.00009889919,0.001778251,0.00002814537,0.00002774743,0.001074319],"genre_scores_gemma":[0.9396871,0.0001631963,0.0003227782,0.05873636,0.00005621122,0.0002964146,0.000185257,0.00001405803,0.0005386717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324982,"threshold_uncertainty_score":0.9488707,"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."}}