{"id":"W4386949154","doi":"10.1093/ntr/ntad181","title":"Tobacco Industry “Transformation”—The Current State of Play","year":2023,"lang":"en","type":"article","venue":"Nicotine & Tobacco Research","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Health Research Council of New Zealand; Cancer Society of New Zealand","keywords":"Current (fluid); Transformation (genetics); Tobacco industry; State (computer science); Business; Medicine; Environmental health; Computer science; Engineering; Chemistry; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02240095,0.0007939046,0.001765695,0.001923192,0.004545507,0.0234485,0.003108818,0.01067713,0.01889188],"category_scores_gemma":[0.02050182,0.0004379721,0.0008312457,0.00287345,0.02218618,0.02136066,0.008748353,0.01123167,0.001972928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0068549,"about_ca_system_score_gemma":0.02331357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004686164,"about_ca_topic_score_gemma":0.006567276,"domain_scores_codex":[0.9933895,0.002649987,0.0003495867,0.0008776907,0.001394855,0.001338358],"domain_scores_gemma":[0.9622752,0.02320301,0.001644109,0.001668255,0.004121524,0.007088047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003496545,0.0003552224,0.004014418,0.002505564,0.00008027966,0.000146664,0.003216088,0.0005732469,0.0004797783,0.4141293,0.1775745,0.3965753],"study_design_scores_gemma":[0.00004640405,0.000169295,0.003493241,0.004126109,0.00003548657,0.0001962947,0.01379467,0.000702463,0.000276474,0.2015462,0.7755167,0.00009676195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004890983,0.2479107,0.002340807,0.7127224,0.008891535,0.00002848202,0.0001646549,0.0001551975,0.02289522],"genre_scores_gemma":[0.3199434,0.3845489,0.0059759,0.2489254,0.03058187,0.0001643889,0.0004032365,0.0001505777,0.009306418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0234485,"threshold_uncertainty_score":0.1184689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1395281452001061,"score_gpt":0.4209602638003361,"score_spread":0.28143211860023,"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."}}