{"id":"W4280559594","doi":"10.1101/2022.05.11.22274937","title":"Smoking trajectories over the first year of the pandemic in UK middle-aged adults: evidence from the UKHLS COVID-19 study","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Eberhard Karls Universität Tübingen; Canadian Institutes of Health Research; University of Essex","keywords":"Pandemic; Demography; Coronavirus disease 2019 (COVID-19); Medicine; Longitudinal study; Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Environmental health; Disease; Internal medicine","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":[0.004021107,0.0003876398,0.0005345201,0.001518235,0.0005895433,0.001244689,0.001065511,0.001040557,0.002633101],"category_scores_gemma":[0.01507494,0.0005059287,0.001651006,0.002445664,0.0004330777,0.0009938835,0.001531353,0.001099675,0.0006001699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112709,"about_ca_system_score_gemma":0.00139686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1085333,"about_ca_topic_score_gemma":0.1087622,"domain_scores_codex":[0.9970552,0.001118051,0.0005982992,0.0005361611,0.000401194,0.0002911582],"domain_scores_gemma":[0.9888538,0.00297212,0.004162608,0.0009187006,0.002196764,0.0008959276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002425153,0.00002966147,0.9922987,0.0003950806,0.0003968753,0.00004330081,0.0004787631,0.00006745766,0.00002987789,0.00004918778,0.001307894,0.004660677],"study_design_scores_gemma":[0.00001696552,0.00006378538,0.9979994,0.0004857754,0.0001752816,0.00004266593,0.0003883654,0.00009041176,0.00001687191,0.00002982678,0.0006808918,0.000009820483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667009,0.01485089,0.000351339,0.001483037,0.0001959477,0.00008612483,0.01419908,0.00001494059,0.002117735],"genre_scores_gemma":[0.9889268,0.003825187,0.0002876405,0.0005222539,0.00008089292,0.0001117497,0.005890069,0.00001008596,0.0003452444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1085333,"threshold_uncertainty_score":0.2158032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09441027746386349,"score_gpt":0.3389410768371698,"score_spread":0.2445307993733064,"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."}}