{"id":"W2565164908","doi":"10.2196/iproc.6166","title":"Preliminary Analysis of Worldwide Usage Patterns in a Mobile Palliative Care Reference App","year":2016,"lang":"en","type":"article","venue":"Iproceedings","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palliative care; Mobile apps; Android (operating system); World Wide Web; Mobile device; Computer science; Point of care; Resource (disambiguation); Internet privacy; Nursing; Medicine; Operating system; Computer network","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":[],"consensus_categories":[],"category_scores_codex":[0.0001133246,0.0001534067,0.0005974286,0.0005045196,0.00001577215,0.000003621834,0.000132915,0.00008947397,0.0001597365],"category_scores_gemma":[0.0001979198,0.0001048328,0.0001442204,0.0009013084,0.00008365112,0.0000787418,0.00005901148,0.0001031835,0.000007582793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086975,"about_ca_system_score_gemma":0.00004457843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002952747,"about_ca_topic_score_gemma":0.0001326489,"domain_scores_codex":[0.998803,0.00001122642,0.0003868089,0.000297648,0.0002852642,0.0002160568],"domain_scores_gemma":[0.9989811,0.0001885253,0.0002094094,0.0001627008,0.000377473,0.00008082944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002510783,0.00007288325,0.9558856,0.0003033854,0.0002821889,0.00001363457,0.01545178,0.000003047219,0.01167941,0.00005651895,0.00008803086,0.01591237],"study_design_scores_gemma":[0.001354577,0.0007760389,0.9252862,0.003631056,0.0008581193,6.854297e-7,0.01139259,0.00005936419,0.0528291,0.00005263661,0.003560705,0.0001988821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942682,0.001980959,0.0001377426,0.0001085519,0.00002292534,0.000231696,0.000085956,0.00002806437,0.003135931],"genre_scores_gemma":[0.9976958,0.001162004,0.0005556596,0.00006949297,0.00003173836,0.00006240133,0.00002061969,0.00001378013,0.0003885118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04114969,"threshold_uncertainty_score":0.4274958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.085975111236767,"score_gpt":0.3909991194978102,"score_spread":0.3050240082610433,"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."}}