{"id":"W3150450610","doi":"10.2478/cttr-2020-0011","title":"Inter-Laboratory Reproducibility and Interchangeability of 3R4F and 1R6F Reference Cigarettes in Mainstream Smoke Chemical Analysis and <i>In Vitro</i> Toxicity Assays","year":2020,"lang":"en","type":"article","venue":"Contributions to Tobacco & Nicotine Research","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interchangeability; Sidestream smoke; Cigarette smoke; Reproducibility; Pharmacology; In vitro toxicology; Medicine; Tobacco smoke; Toxicology; Chemistry; In vitro; Biology; Chromatography; Biochemistry; Environmental health; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03605539,0.001319956,0.0009664601,0.002347044,0.001709706,0.001901551,0.001859028,0.001632479,0.001193146],"category_scores_gemma":[0.03110475,0.0008604459,0.002003018,0.001711805,0.002011443,0.0006043473,0.001599876,0.001176181,0.001035336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111718,"about_ca_system_score_gemma":0.000967002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00449537,"about_ca_topic_score_gemma":0.006996692,"domain_scores_codex":[0.9214231,0.02739178,0.009393132,0.01102843,0.02958551,0.001177969],"domain_scores_gemma":[0.9576806,0.01260321,0.004432051,0.01344856,0.01146277,0.000372778],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001886097,0.001121497,0.07766809,0.0006029189,0.001381678,0.0002619586,0.00278534,0.003351675,0.8731326,0.00110048,0.00099382,0.03571377],"study_design_scores_gemma":[0.0001108254,0.004640563,0.1377518,0.0001571132,0.0009880231,0.0007176469,0.0005663584,0.008402663,0.8357681,0.001013966,0.009690003,0.0001929988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7052525,0.003338535,0.27318,0.0003987879,0.0009307463,0.002816877,0.003107184,0.001135659,0.009839677],"genre_scores_gemma":[0.8292664,0.0008436892,0.1547976,0.000854364,0.0002038521,0.003311791,0.005056502,0.0007033325,0.00496244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9639446,"threshold_uncertainty_score":0.1906815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033547352370915,"score_gpt":0.3562456122467946,"score_spread":0.3159101387230855,"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."}}