{"id":"W4400876947","doi":"10.2196/57804","title":"Measurement of Daily Actions Associated With Mental Health Using the Things You Do Questionnaire–15-Item: Questionnaire Development and Validation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mental health; Metric (unit); Confirmatory factor analysis; Reliability (semiconductor); Clinical psychology; Applied psychology; Structural equation modeling; Psychiatry; Computer science; Machine learning","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":[0.005014165,0.000352316,0.0004885573,0.000957531,0.0004182927,0.0004352319,0.0006221374,0.0005229894,0.001345531],"category_scores_gemma":[0.006251465,0.0003798511,0.001014084,0.0008539562,0.0003101468,0.0005955427,0.0009101497,0.0009390452,0.0004413581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005548807,"about_ca_system_score_gemma":0.001194323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002069699,"about_ca_topic_score_gemma":0.004195049,"domain_scores_codex":[0.9979885,0.0006277176,0.0004451553,0.0001933763,0.0006176317,0.0001276175],"domain_scores_gemma":[0.9959288,0.000966545,0.001365079,0.0002169673,0.001138602,0.0003839757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001831048,0.00119168,0.9531959,0.0002952323,0.0003544312,0.00009049979,0.001644659,0.0005226621,0.001081872,0.000196254,0.001921573,0.03932209],"study_design_scores_gemma":[0.00007729755,0.0008802395,0.9939905,0.00008590808,0.00005268717,0.0001961642,0.0004907473,0.0007563813,0.0002789877,0.000074642,0.003095722,0.00002067291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9895092,0.0004515389,0.002931157,0.0002062538,0.0000465475,0.002922972,0.002342288,0.00003022172,0.001559726],"genre_scores_gemma":[0.9686342,0.0007683582,0.0171895,0.0004218238,0.00003591069,0.006235058,0.004864158,0.00002737773,0.001823653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005014165,"threshold_uncertainty_score":0.02651775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1381483362011189,"score_gpt":0.4568354513676843,"score_spread":0.3186871151665654,"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."}}