{"id":"W4241964456","doi":"10.1176/appi.pn.2015.7a4","title":"Risk of PTSD Symptoms Among Police May Be Predictable Years Ahead","year":2015,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Psychological resilience; Psychology; Vulnerability (computing); Normative; Criminology; Psychiatry; Gerontology; Medicine; Social psychology; Political science; Computer security; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0003906355,0.0001567255,0.0002708948,0.0002080248,0.00005398431,0.0000122811,0.0003250454,0.0001447031,0.0003321954],"category_scores_gemma":[0.00001664282,0.0001445306,0.0001028171,0.0006086425,0.0001044286,0.0001250021,0.00004407593,0.0002258042,0.0005151096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006234422,"about_ca_system_score_gemma":0.0001367849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05613539,"about_ca_topic_score_gemma":0.00129854,"domain_scores_codex":[0.9981966,0.0001730819,0.0004400722,0.0003608346,0.00033221,0.000497205],"domain_scores_gemma":[0.9986547,0.00005483855,0.0002844057,0.0005929178,0.00004280945,0.0003703808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001252718,0.0002931838,0.8299986,0.00002047112,0.00004019462,0.000002245797,0.004896529,0.00001108631,0.000006174078,0.0007129431,0.1494178,0.01447551],"study_design_scores_gemma":[0.003136048,0.001175304,0.899779,0.00002232711,0.0001302171,0.0000264723,0.008259193,0.00004265407,0.00003588179,0.000830618,0.08624995,0.0003123826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878634,0.001024604,0.00006226335,0.0002281414,0.002243033,0.0003722025,0.00004355541,0.00006216556,0.11733],"genre_scores_gemma":[0.9904963,0.0001821495,0.0005052696,0.0004395708,0.0005123596,0.00003676619,0.00001093794,0.00002908393,0.007787517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118623,"threshold_uncertainty_score":0.9501499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437373805990767,"score_gpt":0.3547611411515559,"score_spread":0.3303874030916483,"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."}}