{"id":"W2951883654","doi":"10.2174/2210676609666190617145102","title":"Adolescent Depression Screening: Not So Fast","year":2019,"lang":"en","type":"article","venue":"Adolescent Psychiatry","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Value (mathematics); Conflict of interest; Psychiatry; Mental health; Medicine; Pharmaceutical industry; Task force; Public relations; Psychology; Political science; Law; Public administration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002747079,0.0005224481,0.0004556206,0.0002040848,0.0003561988,0.0001198164,0.0005699574,0.0003097827,0.003441998],"category_scores_gemma":[0.00000716816,0.0004762463,0.0004034672,0.0003644349,0.0001011699,0.0001670573,0.0001640309,0.0007276376,0.006629893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007379249,"about_ca_system_score_gemma":0.0001425753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002386086,"about_ca_topic_score_gemma":0.00001281082,"domain_scores_codex":[0.9964557,0.0001348357,0.0006974174,0.001091892,0.0006994767,0.0009207024],"domain_scores_gemma":[0.9984667,0.00002358874,0.0002607073,0.0007724729,0.00008954545,0.0003870084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006588999,0.002298299,0.7813712,0.0002691037,0.0001359548,0.000009091158,0.0004012916,0.00001464099,0.0003048339,0.01337048,0.1619461,0.0392201],"study_design_scores_gemma":[0.002340484,0.00006722338,0.7978472,0.001235987,0.00003121903,0.00002569148,0.0005260544,0.00002257436,0.00006508963,0.0002386297,0.1970197,0.0005801789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8156612,0.005687156,0.005098756,0.0208432,0.05521902,0.002876946,0.0001260763,0.001054172,0.09343351],"genre_scores_gemma":[0.9671707,0.0001108053,0.0007955808,0.01875359,0.001906837,0.00002213492,0.00009876166,0.00008724345,0.01105435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1515095,"threshold_uncertainty_score":0.9997689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656472226742902,"score_gpt":0.2713654625614869,"score_spread":0.2548007402940579,"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."}}