{"id":"W3199907106","doi":"10.2196/27337","title":"Measurement Properties of Smartphone Approaches to Assess Diet, Alcohol Use, and Tobacco Use: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; PsycINFO; Checklist; MEDLINE; Cochrane Library; mHealth; Systematic review; Medicine; Applied psychology; Psychology; Gerontology; Psychological intervention; Meta-analysis; Nursing; 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":[0.03252923,0.002298409,0.01076348,0.01508855,0.001180325,0.004679224,0.002801939,0.002641197,0.003836041],"category_scores_gemma":[0.1502385,0.001866946,0.01386864,0.01502182,0.001909841,0.00401419,0.002971206,0.00181487,0.0003609317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006756142,"about_ca_system_score_gemma":0.02063657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01281804,"about_ca_topic_score_gemma":0.0336063,"domain_scores_codex":[0.9613671,0.01449218,0.01450998,0.001986949,0.007162043,0.000481625],"domain_scores_gemma":[0.8675868,0.1001676,0.02002589,0.001807755,0.009892968,0.0005191138],"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":[0.0001554182,0.00001312745,0.0008245605,0.9614012,0.01120527,0.00003236114,0.00021944,0.00007567808,0.00005032284,0.000129714,0.0004635681,0.02542938],"study_design_scores_gemma":[0.0002190789,0.0002034292,0.003385965,0.9140001,0.07533034,0.0001633986,0.0003191194,0.0001163989,0.0001377608,0.0002021747,0.005878663,0.000043592],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001159979,0.996671,0.000312342,0.0001952874,0.0001046314,0.0009155386,0.0003723156,0.00001020185,0.000258623],"genre_scores_gemma":[0.02645863,0.9676407,0.002209181,0.0004809244,0.00009704416,0.002675416,0.0003074082,0.00001056947,0.0001200732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03252923,"threshold_uncertainty_score":0.1720331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7360020005591618,"score_gpt":0.499952394160036,"score_spread":0.2360496063991258,"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."}}