{"id":"W3207757870","doi":"10.2196/33599","title":"Prevalence and Temporal Trends Analysis of Screening and Diagnostic Instruments in Posttraumatic Stress Disorder: Text Mining Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; Tongji University; National Natural Science Foundation of China","keywords":"Medicine; Clinical trial; Checklist; Psychiatry; Clinical psychology; Psychology; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01990009,0.0005606715,0.001659002,0.02577476,0.0006323815,0.002340216,0.001057765,0.0007509482,0.00154129],"category_scores_gemma":[0.06689832,0.0003803634,0.002922777,0.03150075,0.000579467,0.002743619,0.001414699,0.0008262309,0.0004472261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066108,"about_ca_system_score_gemma":0.002453767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230248,"about_ca_topic_score_gemma":0.003852528,"domain_scores_codex":[0.9798503,0.004024427,0.008832,0.00366623,0.002991844,0.0006350934],"domain_scores_gemma":[0.8641611,0.0756069,0.045125,0.004943032,0.009029547,0.001134411],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001248356,0.0001641343,0.8924134,0.01046873,0.002636348,0.0005496821,0.001255343,0.000571273,0.001621674,0.0004784834,0.005976103,0.08261649],"study_design_scores_gemma":[0.0001195245,0.0004181789,0.9674205,0.00251923,0.004579064,0.002024439,0.001629445,0.005101838,0.001915943,0.0007231868,0.01345197,0.00009677912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8518975,0.04095784,0.009248229,0.001509901,0.0002066569,0.001311516,0.0921252,0.000427166,0.002316069],"genre_scores_gemma":[0.9162227,0.01067085,0.01663347,0.0004340157,0.0001979224,0.002438345,0.05259845,0.0001301704,0.0006739874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9800999,"threshold_uncertainty_score":0.105243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05668343386249795,"score_gpt":0.4244303537321302,"score_spread":0.3677469198696323,"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."}}