{"id":"W4379930290","doi":"10.7759/cureus.40143","title":"Plain Packaging in Tobacco Control: A Bibliometric Analysis","year":2023,"lang":"en","type":"review","venue":"Cureus","topic":"Consumer Attitudes and Food Labeling","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tobacco control; Packaging and labeling; Medicine; Tobacco industry; Bibliometrics; Library science; Environmental health; Public health; Marketing; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["bibliometrics"],"domain":null,"study_design":"observational","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics"],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001130218,0.0003736022,0.002961939,0.09042066,0.00005858327,0.00006422422,0.0002286597,0.0002916315,0.0002103843],"category_scores_gemma":[0.0008004289,0.0002987005,0.001011105,0.2410171,0.00002542364,0.00004801349,0.00009628251,0.0008556656,0.0002701491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412464,"about_ca_system_score_gemma":0.000232741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055405,"about_ca_topic_score_gemma":0.0006450709,"domain_scores_codex":[0.997662,0.0001664566,0.0008284856,0.0005366586,0.0003529591,0.0004534356],"domain_scores_gemma":[0.9980737,0.0008100087,0.0002394681,0.000626521,0.00007385589,0.0001764263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007214257,0.00007637154,0.008211544,0.006330648,0.009393669,0.0003129428,0.00002906675,0.000002625965,1.441623e-7,0.00002702003,0.0001982893,0.9754105],"study_design_scores_gemma":[0.0008919321,0.0000605418,0.00335884,0.01053143,0.04601277,0.00003187314,0.00002306809,0.0001102454,3.744371e-8,0.000007823312,0.9385495,0.0004219156],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004674363,0.9981787,0.00007854878,0.0000463482,0.0001820077,0.0006875832,0.00006051076,0.0001298433,0.0005897539],"genre_scores_gemma":[0.001064886,0.9979478,0.00009422773,0.00005901217,0.0001584704,0.0001047057,0.0001661142,0.00007600571,0.0003287549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9749885,"threshold_uncertainty_score":0.9999465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059040847460986,"score_gpt":0.4013003194716231,"score_spread":0.2953962347255246,"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."}}