{"id":"W4285349070","doi":"10.2196/preprints.34105","title":"Assessment of Population Well-being With the Mental Health Quotient: Validation Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Thriving; Scale (ratio); Psychology; Population; Test (biology); Reliability (semiconductor); Construct validity; Medicine; Psychiatry; Clinical psychology; Environmental health; Geography; Psychometrics; Cartography","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":[0.007105092,0.0004289587,0.0002810624,0.0009575534,0.0006796826,0.0008173119,0.0007477842,0.0005764499,0.002056086],"category_scores_gemma":[0.01131495,0.0003167384,0.0007000076,0.0009223942,0.0004209023,0.0007263442,0.001272897,0.0009298619,0.002180976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005728413,"about_ca_system_score_gemma":0.001023721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007355582,"about_ca_topic_score_gemma":0.007254765,"domain_scores_codex":[0.9981449,0.0008750076,0.0002306447,0.0002175455,0.0003938191,0.000138187],"domain_scores_gemma":[0.9942327,0.001132682,0.0008196531,0.001251161,0.002067485,0.0004962106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004367116,0.001259738,0.9698621,0.00006374635,0.0001192311,0.00007975462,0.001468454,0.0002019135,0.0006015277,0.0001912984,0.004911088,0.02080446],"study_design_scores_gemma":[0.00009421076,0.0006362318,0.9940853,0.00002399017,0.00002348533,0.0000981073,0.0006103708,0.0001868334,0.0002584958,0.00005583427,0.003918486,0.000008518732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814446,0.0001119885,0.00183005,0.0001892341,0.00007754333,0.001919515,0.009631236,0.00004838006,0.004747431],"genre_scores_gemma":[0.9625055,0.0001569507,0.004893542,0.0003785011,0.00006453505,0.004295837,0.02352564,0.00005853254,0.00412095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007355582,"threshold_uncertainty_score":0.03757578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06330027275266785,"score_gpt":0.4695641554523853,"score_spread":0.4062638826997174,"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."}}