{"id":"W4382134620","doi":"10.2196/45161","title":"Digital Application of Clinical Staging to Support Stratification in Youth Mental Health Services: Validity and Reliability Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; University of Sydney; Medical Research Council; Australian Government","keywords":"Mental health; Usability; Inter-rater reliability; Preprint; Medicine; Cohort; Psychology; Psychiatry; Rating scale; Computer science","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":[0.0201851,0.000372269,0.0003710857,0.001844247,0.0005072071,0.001393561,0.0006728621,0.0005943312,0.001256621],"category_scores_gemma":[0.04703406,0.0003223218,0.0009204219,0.001236612,0.001000234,0.001069028,0.001792617,0.0005556166,0.0003796433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008729185,"about_ca_system_score_gemma":0.001016765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128305,"about_ca_topic_score_gemma":0.004393548,"domain_scores_codex":[0.9884158,0.006288903,0.001285207,0.0009249243,0.002727216,0.0003579574],"domain_scores_gemma":[0.9496603,0.02289773,0.00827465,0.004665931,0.01337028,0.001131127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005028768,0.0004114949,0.9607034,0.0001292295,0.0001960821,0.00003811746,0.001610869,0.000504455,0.0005247022,0.0002761999,0.0006569492,0.03444567],"study_design_scores_gemma":[0.0001688241,0.001700749,0.979169,0.0001518595,0.0001650279,0.0002331805,0.001874671,0.01202224,0.0009553177,0.0004033173,0.003120011,0.00003601604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911656,0.000159391,0.004075275,0.0001318162,0.00007012761,0.00112416,0.0003213177,0.0000454936,0.002906753],"genre_scores_gemma":[0.9922588,0.00008862348,0.006265944,0.00006989858,0.0000327436,0.0005871472,0.0002779347,0.00001202073,0.0004068091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0201851,"threshold_uncertainty_score":0.1067502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2749577548588751,"score_gpt":0.5963244155905262,"score_spread":0.3213666607316511,"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."}}