{"id":"W4290861271","doi":"10.3389/fpsyg.2022.918894","title":"Development of a novel continuous measure of adolescent mental health inspired by the dual-factor model","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Queen's University","funders":"Canadian Institutes of Health Research; Universitetet i Bergen; Queen's University; University of St Andrews; Public Health Agency; Public Health Agency of Canada","keywords":"Psychology; Measure (data warehouse); Dual (grammatical number); Factor (programming language); Mental health; Developmental psychology; Cognitive psychology; Psychiatry; Data mining; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005079871,0.0005264349,0.0004361036,0.001464775,0.0003463555,0.001326144,0.0008264108,0.0005425497,0.001697333],"category_scores_gemma":[0.01502885,0.0002340278,0.001258045,0.001286574,0.0004677093,0.001228641,0.001214349,0.001526159,0.000241852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141131,"about_ca_system_score_gemma":0.001982736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003271325,"about_ca_topic_score_gemma":0.004319543,"domain_scores_codex":[0.9970336,0.001553879,0.0002679435,0.000333657,0.0006957243,0.0001152158],"domain_scores_gemma":[0.9922863,0.003682816,0.00105989,0.0004615063,0.002232222,0.0002772437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002659056,0.0007108881,0.7280522,0.0003064085,0.0004293181,0.0001355537,0.00177596,0.007584187,0.002452563,0.01224184,0.004156022,0.2418891],"study_design_scores_gemma":[0.0002067863,0.001824636,0.6929301,0.0005151982,0.0005347983,0.0006138711,0.0022894,0.2641919,0.003667124,0.02073583,0.01231394,0.0001764715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5706686,0.000743553,0.4137669,0.001651066,0.0003002661,0.001991595,0.003227954,0.0003393855,0.007310654],"genre_scores_gemma":[0.787252,0.0002375699,0.2083597,0.000142039,0.00004796795,0.00198642,0.001339367,0.00003178299,0.0006031521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005079871,"threshold_uncertainty_score":0.02686524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397868361089767,"score_gpt":0.3298412707383687,"score_spread":0.285862587127471,"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."}}