{"id":"W3093716087","doi":"10.2196/19844","title":"Weight Management Apps in Saudi Arabia: Evaluation of Features and Quality","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weight management; Mobile apps; mHealth; Overweight; App store; Scale (ratio); Rating scale; Population; Medicine; Computer science; Obesity; World Wide Web; Psychology; Psychological intervention; Nursing; 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":[0.009099318,0.0004238781,0.0005375699,0.002372508,0.000497806,0.001930666,0.0004062113,0.0004923111,0.001469022],"category_scores_gemma":[0.02536645,0.000244604,0.0009945083,0.001606109,0.0003895522,0.001047323,0.001077362,0.0004451592,0.0004032232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544356,"about_ca_system_score_gemma":0.001915164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00832608,"about_ca_topic_score_gemma":0.009600747,"domain_scores_codex":[0.9959344,0.0009913482,0.0007952954,0.0001629,0.001904604,0.0002114821],"domain_scores_gemma":[0.9712703,0.008076915,0.005208362,0.0004910495,0.01369962,0.001253766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005872802,0.001712794,0.6132974,0.005045922,0.0005962546,0.0004254446,0.01029675,0.0003421236,0.003574893,0.0002568474,0.002587014,0.3559918],"study_design_scores_gemma":[0.0005179021,0.008503932,0.9536045,0.002449817,0.001349045,0.0009104456,0.0127197,0.002940059,0.004621103,0.0001394865,0.01211647,0.0001275463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934919,0.002676789,0.0002993421,0.0003556314,0.00003458925,0.0005852505,0.0007181822,0.00005381181,0.001784458],"genre_scores_gemma":[0.9922259,0.002949138,0.0027028,0.0001876763,0.00002476421,0.0003371755,0.0007946099,0.00001558407,0.0007624571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009099318,"threshold_uncertainty_score":0.04812241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157317737457046,"score_gpt":0.501986657211101,"score_spread":0.344668919754055,"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."}}