{"id":"W4310527895","doi":"10.3389/fpsyt.2022.1012298","title":"Associations between anxiety, depression, and risk of suicidal behaviors in Chinese medical college students","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Anxiety; Depression (economics); Clinical psychology; Depressive symptoms; Psychiatry; Psychology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001066592,0.0001731991,0.0005097588,0.0003734466,0.0002082646,0.000006559033,0.000432556,0.0001580424,0.0003232855],"category_scores_gemma":[0.0001078741,0.0001693783,0.00008492619,0.0007004529,0.00009063271,0.00005120662,0.0003347698,0.0006752064,0.000002353056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009455354,"about_ca_system_score_gemma":0.00007816053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001694877,"about_ca_topic_score_gemma":0.001730789,"domain_scores_codex":[0.9975308,0.0004888476,0.0006095283,0.0003867958,0.0006576315,0.0003263967],"domain_scores_gemma":[0.9992668,0.0001178151,0.0002382349,0.0002609222,0.00002211546,0.00009409609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007493974,0.0005775343,0.9403387,0.000005257995,0.0001993619,0.00001030952,0.002661186,0.000005134941,4.144709e-7,0.0000464542,0.05551007,0.0005706174],"study_design_scores_gemma":[0.002638115,0.00007740336,0.988853,0.000005203991,0.00008256529,0.000003264958,0.006235539,0.000009611117,3.868527e-7,0.001766857,0.0001720771,0.0001559764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871644,0.004058508,0.00003997739,0.0003735473,0.006547233,0.0003175813,0.0006320459,0.00002485913,0.0008418453],"genre_scores_gemma":[0.9984379,0.0002271156,0.0007391502,0.0001291166,0.000125237,0.0001210189,0.00004775111,0.0000229387,0.0001497783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05533799,"threshold_uncertainty_score":0.6907048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008534968055304185,"score_gpt":0.3158177315204341,"score_spread":0.3072827634651299,"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."}}