{"id":"W3001092303","doi":"10.2196/15478","title":"Supplemental Text Message Support With the National Diabetes Prevention Program: Pragmatic Comparative Effectiveness Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; Colorado Department of Public Health and Environment","keywords":"Attendance; Medicine; Weight loss; Randomized controlled trial; Population; Family medicine; Intervention (counseling); Modalities; Nursing; Obesity; Internal medicine; Environmental health","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":[0.008951845,0.001385066,0.004202539,0.001237969,0.0009740462,0.001815978,0.001332929,0.004816756,0.05173396],"category_scores_gemma":[0.02143081,0.000558075,0.004914056,0.001139628,0.0009186219,0.002581687,0.001333997,0.003492975,0.002143095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787899,"about_ca_system_score_gemma":0.003559915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728258,"about_ca_topic_score_gemma":0.001545957,"domain_scores_codex":[0.9910932,0.006143566,0.00109653,0.0006893972,0.000556856,0.0004204712],"domain_scores_gemma":[0.9918808,0.004574844,0.001635387,0.0004290602,0.0004899091,0.0009899844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8484663,0.01551011,0.00188977,0.0273342,0.008464933,0.0001339132,0.0002304086,0.000546441,0.000279193,0.001865668,0.008265551,0.08701348],"study_design_scores_gemma":[0.9557986,0.02730765,0.002695127,0.003464308,0.004459809,0.00004292058,0.00009048644,0.0006264974,0.0001623934,0.001612935,0.003705151,0.00003417104],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.549601,0.07430726,0.01108408,0.02066968,0.01361076,0.2555866,0.02236954,0.001260646,0.05151051],"genre_scores_gemma":[0.7825077,0.007464554,0.01171354,0.007213423,0.002748768,0.179706,0.003153372,0.00005118261,0.005441387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05173396,"threshold_uncertainty_score":0.1730673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.116434788144336,"score_gpt":0.4990165740534289,"score_spread":0.382581785909093,"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."}}