{"id":"W3109915456","doi":"10.1136/thoraxjnl-2020-216302","title":"Looking beyond the smoke and mirrors","year":2020,"lang":"en","type":"letter","venue":"Thorax","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Research UK","keywords":"Counterfeit; Confusion; Advertising; Medicine; Quarter (Canadian coin); Smoke; Tobacco control; Public health; Marketing; Business; Law; Engineering; History","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":[],"consensus_categories":[],"category_scores_codex":[0.0005089337,0.000284849,0.0004426816,0.0001023673,0.0003343335,0.0002481503,0.0004524191,0.000373404,0.0001837302],"category_scores_gemma":[0.0003208691,0.0001897845,0.00009000445,0.0002684484,0.0001717931,0.0002145483,0.0004523469,0.001277876,0.0004022404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002324515,"about_ca_system_score_gemma":0.0000305325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008939606,"about_ca_topic_score_gemma":0.00005131224,"domain_scores_codex":[0.9983541,0.00005535501,0.0003617711,0.0003710398,0.0002011569,0.0006566287],"domain_scores_gemma":[0.9990866,0.0001975785,0.000308392,0.0003239652,0.00006362845,0.0000198504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003043635,0.000001722977,0.0003639402,0.0003240583,0.00002020716,0.00004572783,0.00001753843,0.000001506486,4.687847e-7,0.003840948,0.9942163,0.001164529],"study_design_scores_gemma":[0.00008230996,0.000005654178,0.0005306934,0.00002479094,0.00005646862,0.000005751079,0.0000520729,0.0005319968,6.720408e-8,0.009261912,0.9892447,0.0002035707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001171949,0.0003652638,0.00001311283,0.9437481,0.0009329053,0.0002490525,0.0000100415,0.0001197347,0.05338981],"genre_scores_gemma":[0.002092297,0.00005661064,0.00002899737,0.9834859,0.01356557,0.00001955505,0.0001270656,0.00004249593,0.0005814781],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05280833,"threshold_uncertainty_score":0.9976599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08770431830668163,"score_gpt":0.3273394343243946,"score_spread":0.2396351160177129,"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."}}