{"id":"W4211023656","doi":"10.2196/27402","title":"A Web-Based App for Emotional Management During the COVID-19 Pandemic: Platform Development and Retrospective Analysis of its Use Throughout Two Waves of the Outbreak in Spain","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Anxiety; Pandemic; Psychology; Coronavirus disease 2019 (COVID-19); Medicine; Psychiatry; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002434351,0.0003941748,0.0004507575,0.002391995,0.00037686,0.001046498,0.0004440651,0.0005266309,0.0009026449],"category_scores_gemma":[0.008362751,0.0002990148,0.0005749026,0.001034638,0.0003540175,0.0009716118,0.001153631,0.0005805273,0.000666648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005730974,"about_ca_system_score_gemma":0.0008975698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004613359,"about_ca_topic_score_gemma":0.005097462,"domain_scores_codex":[0.9989074,0.000310848,0.0001582394,0.0001845223,0.0002739854,0.000164923],"domain_scores_gemma":[0.9943891,0.001935952,0.001078628,0.0004548036,0.001847969,0.0002936322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001709557,0.001481887,0.8403955,0.001106312,0.0001875881,0.001462002,0.008753109,0.000515313,0.002670332,0.0001324063,0.004336623,0.1372494],"study_design_scores_gemma":[0.0001001373,0.001476353,0.9752203,0.0005369618,0.0001960607,0.001162523,0.008376268,0.002236845,0.001928293,0.0001074078,0.008583235,0.00007553589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952328,0.0002907524,0.0008375793,0.00005843466,0.00001543314,0.0006245394,0.001819121,0.00008298185,0.00103838],"genre_scores_gemma":[0.9883852,0.0007652714,0.003115,0.0001744112,0.00002305988,0.001668702,0.004007044,0.00008644706,0.001774768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004613359,"threshold_uncertainty_score":0.01287425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1753335433630896,"score_gpt":0.4898306407088712,"score_spread":0.3144970973457816,"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."}}