{"id":"W4308435999","doi":"10.22541/au.166783502.25407734/v1","title":"GRADUAL NICOTINE TAPERING STRATEGIES FOR SMOKING CESSATION: CHALLENGES AND OPPORTUNITIES","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"","keywords":"Smoking cessation; Nicotine; Medicine; Varenicline; Tapering; Personalization; Scope (computer science); Nicotine replacement therapy; Business; Computer science; Internal medicine; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0122913,0.0007533553,0.001239076,0.0009210219,0.0007994316,0.00410554,0.001671537,0.00291252,0.008237524],"category_scores_gemma":[0.01411636,0.0003882911,0.001036763,0.0007776557,0.002593821,0.007348988,0.002615758,0.006348134,0.002817488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102546,"about_ca_system_score_gemma":0.003226538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000913367,"about_ca_topic_score_gemma":0.002365435,"domain_scores_codex":[0.9970368,0.001418526,0.0001868749,0.0002912499,0.00084866,0.0002179041],"domain_scores_gemma":[0.9911108,0.005899559,0.0005328776,0.0006029105,0.001123407,0.0007304873],"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":[0.0003089583,0.0005729598,0.001396991,0.003284551,0.000108678,0.000339339,0.0006152539,0.0009608383,0.002467531,0.05245092,0.03022096,0.907273],"study_design_scores_gemma":[0.0002938119,0.002109991,0.004596312,0.008549863,0.0002134663,0.002433354,0.002408983,0.005373223,0.00430807,0.1824653,0.7870877,0.0001600574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01301779,0.7822008,0.03025988,0.1508651,0.003852078,0.000259065,0.0001526672,0.0003295701,0.01906315],"genre_scores_gemma":[0.1022004,0.7826157,0.07478741,0.02183098,0.009005501,0.0007201323,0.0003224285,0.0002586012,0.008258914],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0122913,"threshold_uncertainty_score":0.0650034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2190190963567786,"score_gpt":0.3525935945895632,"score_spread":0.1335744982327846,"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."}}