{"id":"W4312559233","doi":"10.2196/40821","title":"The Relationship Between a History of High-risk and Destructive Behaviors and COVID-19 Infection: Preliminary Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Feinberg School of Medicine; Northwestern University","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Mental health; Medicine; Psychology; Clinical psychology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychiatry; 2019-20 coronavirus outbreak; Disease; Internal medicine; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002493721,0.0003893304,0.000323908,0.001217637,0.001054574,0.0006674993,0.0005535959,0.0007653335,0.004928825],"category_scores_gemma":[0.007222964,0.0004623435,0.0006442561,0.001316256,0.0006182631,0.000994856,0.001062079,0.001101084,0.0007368386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004639564,"about_ca_system_score_gemma":0.001147742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01478149,"about_ca_topic_score_gemma":0.022723,"domain_scores_codex":[0.9988856,0.0005666545,0.0000988188,0.0001275882,0.0001437911,0.000177512],"domain_scores_gemma":[0.9924755,0.002920731,0.00158548,0.0004141644,0.0009052245,0.001698932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00015751,0.0003069369,0.9982532,0.00001287545,0.00002780508,0.0000578491,0.0004573937,0.000007595999,0.0000618483,0.00001083655,0.00006140288,0.0005846881],"study_design_scores_gemma":[0.000013765,0.0006869824,0.9972579,0.000008386767,0.00002313308,0.0001556104,0.001536035,0.0000558924,0.00002041413,0.00001297815,0.0002241995,0.000004573141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988323,0.0000768764,0.00005273247,0.00004783417,0.000005968643,0.00005264068,0.0003142984,0.000001432067,0.0006160676],"genre_scores_gemma":[0.9987291,0.0001007023,0.0002097651,0.00007203803,0.0000179786,0.00008282083,0.00042493,0.000001663306,0.0003609938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478149,"threshold_uncertainty_score":0.02939093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096146890231969,"score_gpt":0.5145192552422201,"score_spread":0.3049045662190232,"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."}}