{"id":"W1515559992","doi":"10.2478/cttr-2013-0946","title":"Updates of CORESTA Recommended Methods after Further Collaborative Studies Carried Out under Both ISO and Health Canada Intense Smoking Regimes","year":2013,"lang":"en","type":"article","venue":"Beiträge zur Tabakforschung international","topic":"Experience-Based Knowledge Management","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Propionaldehyde; Butyraldehyde; Crotonaldehyde; Sidestream smoke; Chemistry; Acrolein; Acetaldehyde; Smoke; Formaldehyde; Heptanal; tar (computing); Repeatability; Isoprene; Cigarette smoke; Organic chemistry; Chromatography; Environmental health; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007414927,0.0002925726,0.0004222064,0.0002118636,0.0001283687,0.0001863497,0.0007776564,0.00005081315,0.0001151762],"category_scores_gemma":[0.0001701169,0.0002569169,0.00005636526,0.0003181396,0.0001595216,0.0007003693,0.0007939627,0.0001798854,0.000005401939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000539746,"about_ca_system_score_gemma":0.0005845816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02413221,"about_ca_topic_score_gemma":0.0900858,"domain_scores_codex":[0.9976311,0.0002772587,0.0006081478,0.0005839631,0.0005127881,0.0003867114],"domain_scores_gemma":[0.9977983,0.0003243587,0.0004146836,0.000468896,0.0008354323,0.0001583073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000288276,0.0004848784,0.112345,0.0004645724,0.004614556,0.0001006926,0.1469094,0.0003665931,0.001100577,0.2892172,0.3343239,0.1097844],"study_design_scores_gemma":[0.01229708,0.00212401,0.2496427,0.00309802,0.0002822142,0.0001308571,0.2562981,0.1248044,0.03977727,0.06096593,0.2443037,0.006275727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3412297,0.01718723,0.4515909,0.1573562,0.0142848,0.004049853,0.0002446783,0.0005367709,0.01351987],"genre_scores_gemma":[0.9210162,0.0001932378,0.0737227,0.003105395,0.00009324057,0.0002539507,0.0000159856,0.00002589612,0.001573423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5797865,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04048631971708699,"score_gpt":0.3591242411495396,"score_spread":0.3186379214324526,"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."}}