{"id":"W2560749697","doi":"10.2196/resprot.6589","title":"Data-as-a-Service Platform for Delivering Healthy Lifestyle and Preventive Medicine: Concept and Structure of the DAPHNE Project","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overweight; Obesity; Gerontology; Physical activity; Medicine; Weight loss; Population; Sedentary lifestyle; Service (business); Physical therapy; 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":[0.01419798,0.001437812,0.0008123395,0.00237891,0.001577507,0.008326831,0.004421215,0.003702647,0.00657421],"category_scores_gemma":[0.00851028,0.000791596,0.001283466,0.001830503,0.003949684,0.01330586,0.02000741,0.003727957,0.005101365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882558,"about_ca_system_score_gemma":0.006705127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656106,"about_ca_topic_score_gemma":0.0007573225,"domain_scores_codex":[0.9906278,0.004104794,0.0005670034,0.001321898,0.002488206,0.0008904118],"domain_scores_gemma":[0.9919625,0.001320618,0.0004360902,0.001596101,0.001888959,0.00279571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000480823,0.001256668,0.00621084,0.001648204,0.0001321837,0.001092103,0.003474738,0.006080361,0.01157393,0.5983218,0.04797258,0.3217558],"study_design_scores_gemma":[0.0002900915,0.001774028,0.004434427,0.002296241,0.000116541,0.002462387,0.003696981,0.06854295,0.009867985,0.1377833,0.7684858,0.0002493719],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.02177106,0.00351833,0.8610638,0.01801178,0.001419816,0.008528999,0.001191391,0.004916818,0.07957792],"genre_scores_gemma":[0.1260569,0.004625903,0.8120371,0.003573358,0.0006626461,0.006000878,0.003487312,0.0009929147,0.04256311],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.01419798,"threshold_uncertainty_score":0.07508695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3790753089850679,"score_gpt":0.6377666407452998,"score_spread":0.2586913317602318,"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."}}