{"id":"W4214939348","doi":"10.21203/rs.3.rs-64545/v1","title":"Pandemic-related PTSD symptoms and substance use among community-based adults","year":2020,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Substance use; Pandemic; Psychiatry; Psychology; Coronavirus disease 2019 (COVID-19); Clinical psychology; Medicine; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002095596,0.0001073256,0.00008033185,0.0003005513,0.0003205366,0.000273982,0.0002954274,0.000265314,0.007143113],"category_scores_gemma":[0.001028959,0.0001128982,0.0001497618,0.0006441753,0.0001258159,0.0002601227,0.0002497944,0.0002770973,0.0004514257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007483485,"about_ca_system_score_gemma":0.001416578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3023843,"about_ca_topic_score_gemma":0.4124592,"domain_scores_codex":[0.9999163,0.00001056041,0.000006879185,0.00001312666,0.00003023786,0.00002275976],"domain_scores_gemma":[0.9996248,0.00004753937,0.000130409,0.0000109746,0.00009185125,0.00009433285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009412912,0.00005922185,0.9895979,0.00008723355,0.00002599934,0.00005737958,0.0002516937,0.00002749883,0.0001366213,0.00002281582,0.004039712,0.005599691],"study_design_scores_gemma":[0.00000562884,0.00002216513,0.99929,0.00003379214,0.000005619314,0.00002464137,0.0002746209,0.00002821324,0.00001342355,0.000008000216,0.0002926524,0.000001276261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930182,0.0005115519,0.00002893211,0.000551344,0.00003240459,0.00004187,0.003653642,0.000005975634,0.002156086],"genre_scores_gemma":[0.9960936,0.0006165509,0.00006379255,0.0002501713,0.00002869148,0.00002365505,0.002215854,0.000001476933,0.0007061817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3023843,"threshold_uncertainty_score":0.6012484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199172553054783,"score_gpt":0.387973839836848,"score_spread":0.2680565845313697,"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."}}