{"id":"W2127363280","doi":"10.1158/1055-9965.epi-04-0498","title":"Smoking Topography, Brand Switching, and Nicotine Delivery: Results from an <i>In vivo</i> Study","year":2005,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Cancer Institute","keywords":"Cotinine; Nicotine; Medicine; Smoke; Smoking cessation; Toxicology; Internal medicine; Chemistry; Biology; Pathology","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":[0.002347363,0.0002094048,0.0004932959,0.0002286944,0.0001021981,0.00001137001,0.00008783025,0.0002270982,0.0001099966],"category_scores_gemma":[0.000190238,0.0001949794,0.0001029751,0.0002154107,0.00007595556,0.0002386602,0.00003871043,0.0002527113,8.037823e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565223,"about_ca_system_score_gemma":0.00005139146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003707757,"about_ca_topic_score_gemma":0.003565182,"domain_scores_codex":[0.9974605,0.0006521863,0.0007553169,0.0006784967,0.0001353389,0.0003181281],"domain_scores_gemma":[0.998857,0.0003123512,0.0002958553,0.0003467402,0.00005187377,0.0001361377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001097027,0.0003545337,0.9273934,0.000009411041,0.000164592,0.000004799239,0.0006140204,0.00001711816,0.003345062,0.000008961302,0.0006656874,0.0663254],"study_design_scores_gemma":[0.006534298,0.0004160923,0.9890769,0.0002433085,0.0004093167,0.000006640704,0.000458202,0.0004594022,0.0008805382,0.0005057599,0.0008233748,0.0001861529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946029,0.00200925,0.0002693105,0.001911234,0.0003541433,0.0006551293,0.00002610277,0.00007481484,0.00009717201],"genre_scores_gemma":[0.997671,0.0005494379,0.0005442635,0.0006391628,0.0002883919,0.00008021278,0.0001452071,0.0000208346,0.00006150077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06613924,"threshold_uncertainty_score":0.7951029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05259935668200399,"score_gpt":0.3801935181787723,"score_spread":0.3275941614967683,"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."}}