{"id":"W4400209554","doi":"10.1136/military-2024-002726","title":"Demographic characteristics, gambling engagement, mental health, and associations with harmful gambling risk among UK Armed Forces serving personnel","year":2024,"lang":"en","type":"article","venue":"BMJ Military Health","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gambling Research Exchange Ontario","keywords":"Mental health; Psychology; Harm; Anxiety; Population; Psychiatry; Clinical psychology; Environmental health; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003653867,0.0001596815,0.0001746387,0.0007236597,0.0003955103,0.0004674214,0.0001918907,0.0003691493,0.003448769],"category_scores_gemma":[0.002103067,0.0001597283,0.000207607,0.0006558435,0.0003316891,0.0002727089,0.0004963782,0.0004495605,0.0003250213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002768296,"about_ca_system_score_gemma":0.000286327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01872014,"about_ca_topic_score_gemma":0.02885349,"domain_scores_codex":[0.9997678,0.00007255742,0.00002642101,0.00002219134,0.00004994366,0.00006098392],"domain_scores_gemma":[0.9987754,0.0001718181,0.0006486031,0.0000319359,0.00006841451,0.0003036603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002044315,0.00002494228,0.9988235,0.000008737397,0.000008974744,0.00003657471,0.0001701963,0.00001033947,0.00005086401,0.000008120495,0.00008625147,0.0007511549],"study_design_scores_gemma":[5.820361e-7,0.00002766506,0.9996223,0.000006718994,0.000001843443,0.00005534734,0.0002357754,0.00001430067,0.000003158784,0.000004285127,0.00002719364,7.646781e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994093,0.00009402163,0.00001019945,0.00009480561,0.000002381731,0.000003623417,0.0001385988,9.942071e-7,0.0002460217],"genre_scores_gemma":[0.9996717,0.00008717585,0.00001754511,0.00002272462,0.000005150854,0.00000480476,0.0001079059,4.600578e-7,0.00008255085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01872014,"threshold_uncertainty_score":0.03722239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09416748536799528,"score_gpt":0.4062118312413417,"score_spread":0.3120443458733464,"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."}}