{"id":"W4362714751","doi":"10.2196/43990","title":"Using Smartphone Survey and GPS Data to Inform Smoking Cessation Intervention Delivery: Case Study","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institute on Drug Abuse; National Institutes of Health","keywords":"Global Positioning System; Smoking cessation; Intervention (counseling); Medicine; mHealth; Family medicine; Medical emergency; Psychological intervention; Computer science; Nursing; Telecommunications","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":[0.007657652,0.000615188,0.0004697827,0.002410779,0.002775577,0.001384117,0.001522941,0.002366475,0.001227709],"category_scores_gemma":[0.01990977,0.0007512172,0.0007464525,0.002429161,0.001230914,0.001713706,0.002737763,0.001443284,0.0003038253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387112,"about_ca_system_score_gemma":0.003130174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03298075,"about_ca_topic_score_gemma":0.05227987,"domain_scores_codex":[0.9925153,0.004841595,0.0005555436,0.0005429292,0.0009753344,0.000569449],"domain_scores_gemma":[0.9884986,0.006291896,0.001847539,0.001073628,0.001577407,0.0007108618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001829714,0.00206894,0.7408184,0.0007084616,0.0001748435,0.03752347,0.1312207,0.0009000531,0.001025185,0.001667835,0.003639395,0.08006974],"study_design_scores_gemma":[0.0002127673,0.003806375,0.3751507,0.002138269,0.0005723246,0.05635091,0.4990367,0.01704037,0.003590329,0.003051733,0.03870983,0.0003396876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911228,0.0004145129,0.004091875,0.001197861,0.00002957116,0.0006825317,0.0002391014,0.00002801961,0.002193727],"genre_scores_gemma":[0.9873437,0.001085706,0.00971111,0.0004230866,0.00003584197,0.0005056653,0.0002026282,0.00001704749,0.0006752298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03298075,"threshold_uncertainty_score":0.06557757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3479391613053866,"score_gpt":0.489047962942124,"score_spread":0.1411088016367374,"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."}}