{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001160208,0.0002067909,0.0004369886,0.00005292643,0.0005989417,0.00002525014,0.0003855376,0.00007256755,0.0001631415],"category_scores_gemma":[0.00003627942,0.000149314,0.0001336458,0.0007183651,0.00069745,0.0001287557,0.0001418175,0.0004299376,0.000003127827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442615,"about_ca_system_score_gemma":0.0004270968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004620553,"about_ca_topic_score_gemma":0.01099526,"domain_scores_codex":[0.9958719,0.001059263,0.00112159,0.0004920859,0.0008757167,0.0005794432],"domain_scores_gemma":[0.9979073,0.0002040584,0.0009610292,0.0005358239,0.00005655714,0.0003352712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009797117,0.001253731,0.970938,0.0004552443,0.0000643405,1.705401e-7,0.02368035,0.00001380253,0.0001115275,0.000176646,0.001203652,0.001122862],"study_design_scores_gemma":[0.003935886,0.001975268,0.9788943,0.00007215727,0.000003550516,0.000003358553,0.01427821,0.0003626638,0.000171485,0.00004029686,0.000174659,0.00008819917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795979,0.0007996993,0.000007216522,0.01379118,0.0004355999,0.00434276,0.0009340165,0.00002287616,0.00006876689],"genre_scores_gemma":[0.9981959,0.0002301297,0.00004076081,0.001177225,0.00005614638,0.0001382069,0.00006049805,0.00002813363,0.00007293667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01859808,"threshold_uncertainty_score":0.6984925,"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."}}