{"id":"W3112699762","doi":"10.1080/08995605.2020.1802401","title":"Validation of the Patient Health Questionnaire-2 to screen for depression in Canadian Armed Forces personnel","year":2020,"lang":"en","type":"article","venue":"Military Psychology","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada; Department of National Defence","funders":"","keywords":"Patient Health Questionnaire; Mental health; Software deployment; Depression (economics); Scale (ratio); Medicine; Psychiatry; Health care; Psychology; Clinical psychology; Depressive symptoms; Anxiety; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003621005,0.000127445,0.000244959,0.0001960645,0.0001257713,0.000002899346,0.0004082815,0.0001135091,0.0002219962],"category_scores_gemma":[0.0002412164,0.0001061624,0.00007513638,0.0003953844,0.00008613802,0.00003818552,0.00004487964,0.0001720293,0.00003315102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009963028,"about_ca_system_score_gemma":0.0001280225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3390558,"about_ca_topic_score_gemma":0.2001915,"domain_scores_codex":[0.9979391,0.0004567714,0.0004381727,0.0004346496,0.0001655963,0.0005657129],"domain_scores_gemma":[0.9990118,0.00008362392,0.00007033594,0.0004352408,0.00005747054,0.0003415717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009314118,0.0005006322,0.7960302,0.0002179454,0.0000945217,0.00001009527,0.1009329,0.0005256755,0.001797088,0.001416828,0.04642654,0.05111618],"study_design_scores_gemma":[0.001735047,0.001134517,0.9892871,0.0001312464,0.000007153598,0.000006969629,0.003561066,0.000236487,0.0003368711,0.0006365999,0.00275858,0.0001683403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664261,0.00118848,0.000490917,0.02831138,0.0002967697,0.001623204,0.0001541587,0.00001877277,0.001490252],"genre_scores_gemma":[0.993666,0.000005941616,0.0003440527,0.005576922,0.00003886909,0.0002803801,0.00004239846,0.00002028854,0.00002515626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.193257,"threshold_uncertainty_score":0.814403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07571889242012429,"score_gpt":0.3987240996469134,"score_spread":0.3230052072267891,"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."}}