{"id":"W2806290028","doi":"10.2196/publichealth.7359","title":"New Tobacco and Tobacco-Related Products: Early Detection of Product Development, Marketing Strategies, and Consumer Interest","year":2018,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tobacco product; Business; Tobacco industry; Marketing; Product (mathematics); Variety (cybernetics); Advertising; Environmental health; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002409446,0.0002654127,0.0002922035,0.002628971,0.0002661963,0.00151397,0.000278842,0.0006208539,0.003619479],"category_scores_gemma":[0.007209552,0.0001473,0.0002639822,0.001580397,0.0002584518,0.002153942,0.0007049301,0.0005186707,0.0007402484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005256865,"about_ca_system_score_gemma":0.0005709091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002405168,"about_ca_topic_score_gemma":0.002670578,"domain_scores_codex":[0.9990533,0.0003533709,0.0001152307,0.0001018866,0.0002794783,0.00009660308],"domain_scores_gemma":[0.992985,0.003824626,0.001745837,0.000171392,0.0008728351,0.0004002137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005036288,0.0004301038,0.8750991,0.0006493432,0.00006505335,0.0003596554,0.001711258,0.0001714866,0.004560422,0.0007268596,0.001462192,0.1142609],"study_design_scores_gemma":[0.000009450115,0.0002989392,0.9883112,0.0001322057,0.00004923654,0.0006015126,0.001911272,0.001660284,0.002043684,0.0006620918,0.004290126,0.00002978681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807325,0.002905178,0.003103076,0.001262414,0.00003385185,0.0002929319,0.001037398,0.00006524201,0.01056741],"genre_scores_gemma":[0.9929512,0.001143599,0.003901302,0.0002566447,0.00004450783,0.00009906828,0.0004838567,0.000009023827,0.001110668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003619479,"threshold_uncertainty_score":0.01274252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04605343406544212,"score_gpt":0.3118810636334209,"score_spread":0.2658276295679788,"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."}}