{"id":"W2946288904","doi":"10.2196/14288","title":"Your Patient Has a New Health App? Start With Its Data Source","year":2019,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Appeal; Health care; Internet privacy; Meaningful use; Health data; Data science; Psychology; Medicine; Computer science; 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":[0.00329553,0.0008699355,0.0009807359,0.0016297,0.001789237,0.004878169,0.001230161,0.003304666,0.09817972],"category_scores_gemma":[0.03253596,0.0005943335,0.001111213,0.000893438,0.0008707437,0.007371665,0.004358039,0.003144752,0.09540427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004736714,"about_ca_system_score_gemma":0.00147878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143795,"about_ca_topic_score_gemma":0.001533944,"domain_scores_codex":[0.9980692,0.000716623,0.0002085838,0.0001888141,0.0006765905,0.0001401838],"domain_scores_gemma":[0.9827933,0.007809463,0.0009682121,0.002246373,0.003522464,0.002660115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004661111,0.0002726919,0.005677036,0.0007909263,0.00003895914,0.001372915,0.002292656,0.00006176173,0.0009911087,0.004283716,0.7175606,0.2661916],"study_design_scores_gemma":[0.0000948325,0.0001740217,0.003601017,0.001332603,0.00005827614,0.002727902,0.001585594,0.0004591811,0.001866086,0.007435858,0.9805412,0.0001235336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02797761,0.0127973,0.1074998,0.3362466,0.02049843,0.004357516,0.0287191,0.03839621,0.4235074],"genre_scores_gemma":[0.2071344,0.02418321,0.2172349,0.1836703,0.02775274,0.004775706,0.01879484,0.01159886,0.304855],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.09817972,"threshold_uncertainty_score":0.3284439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4054364779429534,"score_gpt":0.5130515931820846,"score_spread":0.1076151152391312,"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."}}