{"id":"W4403914646","doi":"10.2196/52383","title":"Sensors for Smoking Detection in Epidemiological Research: Scoping Review","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wearable computer; Computer science; Categorization; Modalities; Wearable technology; Grey literature; Systematic review; Web of science; Protocol (science); MEDLINE; Human–computer interaction; Data science; Medicine; Artificial intelligence; Meta-analysis; Embedded system","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0462283,0.003219292,0.01033289,0.03440198,0.001950942,0.008188796,0.004594897,0.006263334,0.008068118],"category_scores_gemma":[0.2061829,0.002247545,0.01264068,0.02773964,0.002656815,0.007182796,0.004992642,0.003620509,0.001491673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007314149,"about_ca_system_score_gemma":0.03233161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009822446,"about_ca_topic_score_gemma":0.01469078,"domain_scores_codex":[0.9525073,0.01718792,0.01958462,0.002256679,0.007764408,0.0006990957],"domain_scores_gemma":[0.8026854,0.1541593,0.01993501,0.003821785,0.01857272,0.0008257386],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001062818,0.00002837719,0.000388366,0.8844332,0.002402688,0.00009038099,0.000353221,0.000180856,0.0001400528,0.0009797019,0.003564068,0.1073329],"study_design_scores_gemma":[0.00002493274,0.0000399513,0.000355332,0.9735895,0.006111092,0.0001000706,0.0001667292,0.00006885437,0.00009508901,0.0005605265,0.01887113,0.00001679137],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001720538,0.9962671,0.0007844352,0.0006570761,0.0004853068,0.0007615088,0.0002852476,0.00001975064,0.0005674371],"genre_scores_gemma":[0.002585326,0.9927675,0.002018205,0.0005639319,0.0002068929,0.001451123,0.0002733032,0.00001181512,0.0001218628],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9537717,"threshold_uncertainty_score":0.2444816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3862480563377241,"score_gpt":0.5568019324207605,"score_spread":0.1705538760830364,"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."}}