{"id":"W4224266152","doi":"10.2196/34105","title":"Assessment of Population Well-being With the Mental Health Quotient: Validation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Scale (ratio); Construct validity; Distress; Population; Clinical psychology; Psychology; Thriving; Medicine; Psychiatry; Psychometrics; Environmental health; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.009826371,0.0006242337,0.0003885003,0.001015328,0.000709576,0.0006730269,0.0009322574,0.0007013933,0.001122664],"category_scores_gemma":[0.01483929,0.0002943217,0.0007796684,0.0008429254,0.0007553427,0.0006560411,0.00145496,0.001001073,0.0009236778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008138632,"about_ca_system_score_gemma":0.001260917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007877065,"about_ca_topic_score_gemma":0.00679155,"domain_scores_codex":[0.9970194,0.001582164,0.0002281355,0.0003118115,0.000666586,0.0001919943],"domain_scores_gemma":[0.9921669,0.001972392,0.0009846854,0.001641175,0.002655223,0.0005797169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004332032,0.001658354,0.9799846,0.00004373501,0.0001358196,0.00008557151,0.00166282,0.0002943531,0.0006335715,0.0001487997,0.00086432,0.01405474],"study_design_scores_gemma":[0.0001332856,0.001165756,0.994002,0.00002823933,0.00005003239,0.0002192088,0.000848702,0.0007190881,0.0003523174,0.00008813661,0.002380388,0.00001287257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934133,0.0000840759,0.001656631,0.0000565296,0.00002390049,0.001179223,0.001205586,0.00001842309,0.002362275],"genre_scores_gemma":[0.9911471,0.0001041263,0.002675063,0.0001227784,0.00002370948,0.001649471,0.003547057,0.0000212472,0.0007093375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009826371,"threshold_uncertainty_score":0.05196744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869264664031409,"score_gpt":0.4381940769839716,"score_spread":0.4095014303436575,"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."}}