{"id":"W2134558358","doi":"10.1017/jsc.2013.31","title":"A systematic review and analysis of data reduction techniques for the CReSS smoking topography device","year":2013,"lang":"en","type":"review","venue":"The Journal of Smoking Cessation","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Scopus; Transparency (behavior); Confidence interval; Medicine; MEDLINE; Statistics; Computer science; Mathematics; Political science","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":[0.06858335,0.00302329,0.01713827,0.03210592,0.001825557,0.004383739,0.004522606,0.002509307,0.007261072],"category_scores_gemma":[0.2256382,0.00183158,0.01950819,0.02926912,0.002144701,0.003914868,0.003503355,0.001941789,0.0007293793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009309551,"about_ca_system_score_gemma":0.03427431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008724518,"about_ca_topic_score_gemma":0.02538121,"domain_scores_codex":[0.906783,0.03674461,0.03710991,0.003289416,0.01502384,0.001049205],"domain_scores_gemma":[0.7919156,0.1515365,0.0312783,0.005228811,0.01916539,0.0008755107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001833516,0.00001540061,0.0006111446,0.9631492,0.008681212,0.00009416133,0.0002804283,0.0000945131,0.0001331794,0.0002731923,0.001166878,0.02531722],"study_design_scores_gemma":[0.0004926292,0.000284747,0.004167216,0.8751696,0.09988201,0.0002347741,0.0005464695,0.0002008996,0.0004588662,0.0006549171,0.01781637,0.00009135321],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004909659,0.9551909,0.005781487,0.001231342,0.0005035727,0.02552362,0.005696505,0.0001250479,0.0010378],"genre_scores_gemma":[0.05174342,0.8300654,0.03260254,0.001433478,0.0002055291,0.07942428,0.003641595,0.00008291379,0.0008008661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06858335,"threshold_uncertainty_score":0.3627078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1292755434518015,"score_gpt":0.4118916780946761,"score_spread":0.2826161346428747,"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."}}