{"id":"W4385560470","doi":"10.12927/hcq.2023.27142","title":"Improving Health Systems: There Is No App for That","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Health care; Component (thermodynamics); Order (exchange); Healthcare system; Best practice; Business; Nursing; Internet privacy; Process management; Medicine; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0168925,0.002199956,0.001928446,0.002686632,0.006857933,0.01584464,0.0034946,0.01294004,0.05908903],"category_scores_gemma":[0.05177356,0.0009846531,0.002186847,0.001667113,0.01123274,0.03339395,0.01420954,0.01941331,0.03408492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300103,"about_ca_system_score_gemma":0.01443202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004004777,"about_ca_topic_score_gemma":0.00562143,"domain_scores_codex":[0.979832,0.00655954,0.001058816,0.001815106,0.009217379,0.001517182],"domain_scores_gemma":[0.9559233,0.01446882,0.001761549,0.006857694,0.01252103,0.008467693],"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":[0.00005728837,0.0002278249,0.001274821,0.002135823,0.0001058793,0.0001697003,0.001404577,0.0001756074,0.0005466927,0.06754973,0.6964323,0.2299198],"study_design_scores_gemma":[0.00003891082,0.000143687,0.001072634,0.004388747,0.0001155159,0.0003942733,0.001359907,0.0001776199,0.0004096714,0.05186602,0.9399611,0.00007192086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0012442,0.01820898,0.01171981,0.8514106,0.02102716,0.000196774,0.0003081639,0.002181098,0.09370322],"genre_scores_gemma":[0.07306615,0.03650245,0.05137607,0.6745314,0.02334222,0.0009715502,0.001040295,0.001556475,0.1376134],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05908903,"threshold_uncertainty_score":0.1976725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07846305576010215,"score_gpt":0.4330567606626234,"score_spread":0.3545937049025213,"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."}}