{"id":"W2122152057","doi":"10.2196/mhealth.4047","title":"Adoption and Usage of mHealth Technology on Quality and Experience of Care Provided by Frontline Workers: Observations From Rural India","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Affect (linguistics); Health care; Quality (philosophy); Nursing; Medicine; Medical education; Psychology; Business; Psychological intervention; Economic growth","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":[0.0005308631,0.0003057559,0.0002261737,0.0009223717,0.001199895,0.0007446585,0.0005936298,0.0005132082,0.00165071],"category_scores_gemma":[0.002235373,0.0003955083,0.0004992037,0.001115933,0.0009217593,0.0003652538,0.001035557,0.0007098676,0.0004096293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009325938,"about_ca_system_score_gemma":0.00101636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06197372,"about_ca_topic_score_gemma":0.07391915,"domain_scores_codex":[0.9995159,0.0001444127,0.00003698479,0.00007120133,0.00006717416,0.0001643191],"domain_scores_gemma":[0.9978356,0.0008651855,0.0005785162,0.0001386272,0.0003332401,0.000248963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001522675,0.0004980479,0.850606,0.0002403422,0.0000410742,0.0009846449,0.1338137,0.0001065949,0.003019366,0.00004208612,0.0004076245,0.01008831],"study_design_scores_gemma":[0.000007132803,0.0003835378,0.9302438,0.00003291862,0.00002155994,0.0002959795,0.06820994,0.00006761635,0.0003140328,0.00001437975,0.0003907999,0.00001816055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995086,0.00002348663,0.00002854541,0.00001934436,7.897891e-7,0.00001794496,0.000139842,0.00000215788,0.0002592911],"genre_scores_gemma":[0.9993908,0.00009477411,0.00009313257,0.00004289697,0.000002543391,0.00003970111,0.00008298034,0.000001804566,0.0002514318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06197372,"threshold_uncertainty_score":0.123226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390730769237597,"score_gpt":0.4771424993042395,"score_spread":0.3380694223804798,"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."}}