{"id":"W3201984533","doi":"10.2196/28697","title":"Supporting Management of Noncommunicable Diseases With Mobile Health (mHealth) Apps: Experimental Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Intervention (counseling); Internet privacy; Health care; Computer science; Psychology; Medicine; Nursing; Psychological intervention; Political science","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":[0.004537951,0.0009121269,0.000822373,0.0007440347,0.0009298908,0.001177737,0.001134407,0.001602101,0.008820668],"category_scores_gemma":[0.01091877,0.0007496353,0.001017563,0.0003669705,0.001071235,0.001519844,0.001214864,0.001573923,0.0008159217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005317808,"about_ca_system_score_gemma":0.001326919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000817936,"about_ca_topic_score_gemma":0.0009988334,"domain_scores_codex":[0.9975886,0.0009483012,0.0003085436,0.0003690411,0.0003656199,0.0004199173],"domain_scores_gemma":[0.9869976,0.008199614,0.001460775,0.001127637,0.0009139327,0.001300391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03002123,0.8771048,0.01428237,0.001312908,0.0002024266,0.0003630924,0.008592458,0.0006219482,0.0216327,0.0008301005,0.001188063,0.04384788],"study_design_scores_gemma":[0.02533112,0.8778195,0.06049195,0.0003189176,0.0005922583,0.0002748332,0.007215634,0.0055335,0.01352924,0.001409574,0.007333797,0.0001497351],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963449,0.00004753791,0.0004022777,0.00005178204,0.00002907899,0.00225234,0.00006758542,0.00001295872,0.0007915093],"genre_scores_gemma":[0.9689377,0.0003197126,0.01092202,0.0003475409,0.0001308721,0.01493447,0.0002397864,0.0000182397,0.004149649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008820668,"threshold_uncertainty_score":0.02950811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705448971721466,"score_gpt":0.5050592142995549,"score_spread":0.4345143171274083,"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."}}