{"id":"W4402457619","doi":"10.33425/2641-4317.1194","title":"Improvement of Mental Health and Anxiety with Haptic Technology Patch Utilization: Interim Results from an Exploratory Study","year":2024,"lang":"en","type":"article","venue":"International Journal of Psychiatry Research","topic":"Technology and Human Factors in Education and Health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interim; Mental health; Anxiety; Exploratory research; Psychology; Applied psychology; Psychiatry; Medicine; Political science; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001756533,0.0004116173,0.0006182106,0.0003101158,0.000443112,0.0003810988,0.000291287,0.0003107592,0.001753334],"category_scores_gemma":[0.001405424,0.0001867671,0.001129186,0.0003349166,0.0004597286,0.0005048556,0.0004144894,0.0007159915,0.0003418574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003725626,"about_ca_system_score_gemma":0.0006377925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359662,"about_ca_topic_score_gemma":0.001783881,"domain_scores_codex":[0.9993543,0.0002703103,0.00006091023,0.00007081766,0.0001294482,0.0001141827],"domain_scores_gemma":[0.9987742,0.0002744132,0.0002974778,0.0001613966,0.0001797569,0.0003126992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1684805,0.07824082,0.5833461,0.0004347801,0.001574964,0.0009191619,0.001867761,0.0004916734,0.01577367,0.0001053135,0.001218466,0.1475468],"study_design_scores_gemma":[0.006054386,0.2574896,0.731089,0.00003185756,0.000594979,0.0004316512,0.000618918,0.0003564674,0.00221262,0.00005230959,0.001033236,0.0000349352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985619,0.0001425425,0.0001777284,0.00002821057,0.00000691476,0.0003945255,0.0002263761,0.000008182456,0.0004535955],"genre_scores_gemma":[0.9978637,0.0002208229,0.0004903833,0.0001044987,0.0000344593,0.0004133303,0.0004596155,0.000002550998,0.0004106054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001756533,"threshold_uncertainty_score":0.009289563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024222965133865,"score_gpt":0.4794993609395706,"score_spread":0.377077064426184,"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."}}