{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003407009,0.0002318855,0.0008825029,0.0002210344,0.0005386533,0.000006127249,0.0005387909,0.0001271303,0.001860124],"category_scores_gemma":[0.0004877724,0.0001500484,0.00004122254,0.0003812884,0.0001005592,0.0002528354,0.0001320929,0.001225968,0.000506121],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002890464,"about_ca_system_score_gemma":0.007091363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005286171,"about_ca_topic_score_gemma":0.0003316201,"domain_scores_codex":[0.9949892,0.0006290068,0.002134572,0.0003585775,0.0008903428,0.000998308],"domain_scores_gemma":[0.9939375,0.0004684021,0.001917149,0.001101421,0.0004653891,0.00211015],"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":[0.00110344,0.00033739,0.06682653,0.001590979,0.0001111334,0.00002342302,0.01673688,0.0002257502,0.0002150329,0.0008524687,0.8715847,0.04039227],"study_design_scores_gemma":[0.004420667,0.002887229,0.01337445,0.001558149,0.00008016997,0.00004817561,0.005775119,0.0006076007,0.000007566763,0.00006537934,0.9710352,0.0001403388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8150672,0.01272879,0.008129455,0.152711,0.003227619,0.00638352,0.00006281439,0.0001320521,0.001557618],"genre_scores_gemma":[0.9626493,0.0008291805,0.00134162,0.0290483,0.002765012,0.0002494291,0.00005081582,0.00007828575,0.00298799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1475822,"threshold_uncertainty_score":0.9990523,"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."}}