{"id":"W4247367626","doi":"10.1136/vr.c1923","title":"Suicide and mental wellbeing among vets","year":2010,"lang":"en","type":"article","venue":"Veterinary Record","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Citation; Library science; Companion animal; Medicine; Psychology; Veterinary medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000378989,0.0001499457,0.0001901432,0.00008340189,0.0009930689,0.00001815944,0.0001062742,0.0001187608,0.001050494],"category_scores_gemma":[0.0001069574,0.0001384459,0.00003459245,0.00009426851,0.0001046199,0.0004155631,0.0002570774,0.0006577415,0.0004029475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002721607,"about_ca_system_score_gemma":0.00004890604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003811717,"about_ca_topic_score_gemma":0.00014071,"domain_scores_codex":[0.9987682,0.0001704615,0.0003056097,0.0002724153,0.0001026776,0.0003807008],"domain_scores_gemma":[0.9990998,0.0002995276,0.0001514123,0.0002624453,0.00004796415,0.0001388859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003292441,0.00008526966,0.8952426,0.0001648895,0.00004962882,0.00007182909,0.006349656,3.35173e-8,0.05671978,0.000145228,0.01581348,0.02502831],"study_design_scores_gemma":[0.0004591052,0.0006555373,0.4141304,0.00009634921,0.0000160852,0.000127028,0.00581655,0.00003691712,0.0000186781,0.0001490238,0.5782687,0.0002256284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779502,0.00009814915,0.000007544425,0.001605217,0.004306905,0.0003154244,0.000005515612,0.0001011426,0.01560988],"genre_scores_gemma":[0.9924783,0.0003165764,0.001386636,0.0005657429,0.0005207888,0.0001248511,0.000009700796,0.00002592321,0.004571464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5624552,"threshold_uncertainty_score":0.9998627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1935584680347524,"score_gpt":0.4731061950104739,"score_spread":0.2795477269757215,"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."}}