{"id":"W3004367792","doi":"10.2196/16919","title":"Web-Based Graphic Representation of the Life Course of Mental Health: Cross-Sectional Study Across the Spectrum of Mood, Anxiety, Eating, and Substance Use Disorders","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; National Institute of General Medical Sciences; William K. Warren Foundation","keywords":"Anxiety; Mood; Mental health; Cross-sectional study; Psychology; Clinical psychology; Web application; Psychiatry; Medicine; Computer science; World Wide Web","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":[0.001728758,0.0002080266,0.0002017557,0.00194963,0.0004483569,0.0006313063,0.0003280184,0.0003955638,0.002713211],"category_scores_gemma":[0.005529965,0.000301946,0.0004111763,0.001288291,0.0002302304,0.0008032672,0.0006396516,0.0005770879,0.0004250791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003527077,"about_ca_system_score_gemma":0.0002570415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006759167,"about_ca_topic_score_gemma":0.0104381,"domain_scores_codex":[0.999406,0.0003312247,0.00005003664,0.00008927673,0.00007352897,0.00004992825],"domain_scores_gemma":[0.9969457,0.001107716,0.001058788,0.0002662337,0.0003896289,0.000231952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001340959,0.0003213393,0.9920311,0.00002409238,0.0000374388,0.0000466709,0.001280902,0.00009387085,0.0001790345,0.00004749378,0.0003134584,0.005490567],"study_design_scores_gemma":[0.00001088498,0.0003263192,0.9968448,0.00001598385,0.00001895815,0.000118732,0.001595126,0.0004841845,0.00006863441,0.00004786261,0.00045975,0.000008755805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986113,0.00004231996,0.000382635,0.0000179958,0.000002563023,0.00006340951,0.0006168762,0.000008257498,0.0002544921],"genre_scores_gemma":[0.9969944,0.00007883737,0.001354782,0.00002468546,0.000006372768,0.0001664941,0.001011062,0.000006631625,0.000356623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006759167,"threshold_uncertainty_score":0.01343966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07496441735853529,"score_gpt":0.4588373135554624,"score_spread":0.3838728961969271,"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."}}