{"id":"W2987979179","doi":"10.2196/14963","title":"Using Mobile Health Tools to Assess Physical Activity Guideline Adherence and Smoking Urges: Secondary Analysis of mActive-Smoke","year":2019,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Physical Activity and Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johns Hopkins University; Aetna Foundation","keywords":"Guideline; Smoke; Physical activity; Environmental health; Medicine; Psychology; Physical therapy; Engineering; Waste management; Pathology","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":[0.002503312,0.0006123651,0.0008187005,0.00156353,0.0007330148,0.0007478031,0.0007920929,0.0008681828,0.002822089],"category_scores_gemma":[0.00511838,0.0005570366,0.002095492,0.001209945,0.0003807044,0.000539391,0.001245531,0.0008732524,0.0006928414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004334728,"about_ca_system_score_gemma":0.0005689191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007454551,"about_ca_topic_score_gemma":0.009856472,"domain_scores_codex":[0.9984693,0.000498363,0.0001975847,0.0002863698,0.0003202664,0.0002280278],"domain_scores_gemma":[0.9956846,0.0009779214,0.001497837,0.0005752643,0.0008367653,0.0004276278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001896316,0.0008921406,0.9920596,0.0001290269,0.0004941109,0.00007050397,0.0003241067,0.00004186247,0.0005166301,0.00001987349,0.0003940589,0.003161747],"study_design_scores_gemma":[0.0001076366,0.0009562929,0.9981299,0.00001351592,0.0001300368,0.00004927463,0.0001650397,0.0001454592,0.00008304075,0.0000118712,0.0002003126,0.000007710885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961139,0.0001223744,0.0002988052,0.00002275909,0.000009089005,0.0006419162,0.002227579,0.00001075692,0.0005526165],"genre_scores_gemma":[0.9935613,0.00007309185,0.0005647511,0.0001117523,0.0000377798,0.001595328,0.003408616,0.00001080672,0.0006365969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007454551,"threshold_uncertainty_score":0.0148223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1647207445676941,"score_gpt":0.4494933518479819,"score_spread":0.2847726072802878,"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."}}