{"id":"W2800473407","doi":"10.2196/mhealth.9161","title":"Usefulness of a Novel Mobile Diabetes Prevention Program Delivery Platform With Human Coaching: 65-Week Observational Follow-Up","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prediabetes; Weight loss; Medicine; Overweight; Psychological intervention; Coaching; Physical therapy; eHealth; Type 2 diabetes; mHealth; Health coaching; Diabetes mellitus; Obesity; Randomized controlled trial; Internal medicine; Psychology; Health care; Nursing; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002011284,0.0004262249,0.0008499576,0.0003265115,0.003123286,0.00002034101,0.0003099667,0.0004307852,0.0001658953],"category_scores_gemma":[0.00007351953,0.0003645768,0.00009177202,0.0007927703,0.0004162634,0.0003788645,0.0001265351,0.0009873234,0.00003369358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256789,"about_ca_system_score_gemma":0.003409756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008818178,"about_ca_topic_score_gemma":0.001699947,"domain_scores_codex":[0.9945534,0.0003244548,0.001921443,0.0008237385,0.0006343575,0.001742535],"domain_scores_gemma":[0.995151,0.0005614575,0.001495235,0.0006920154,0.0007695562,0.00133077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003397371,0.008263835,0.5953135,0.04052251,0.0001747499,0.000001910316,0.01321487,0.00001624152,0.0006768033,0.08434773,0.01916283,0.2349077],"study_design_scores_gemma":[0.02151557,0.0185497,0.7655476,0.0027403,0.0003327111,0.00001444257,0.005379813,0.00299255,0.0001728425,0.0030715,0.1784635,0.001219503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848258,0.0003442086,0.0007133221,0.0007462364,0.0004869335,0.01112398,0.0001888237,0.0003217347,0.001248946],"genre_scores_gemma":[0.9655291,0.0002548115,0.005111933,0.002584693,0.0007772401,0.02442076,0.0005244566,0.00008335921,0.0007136121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2336882,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2051753205281398,"score_gpt":0.4615445841818125,"score_spread":0.2563692636536727,"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."}}