{"id":"W2973194266","doi":"10.2196/15103","title":"Remote Patient Monitoring in Adults Receiving Transfusion or Infusion for Hematological Disorders Using the VitalPatch and accelerateIQ Monitoring System: Quantitative Feasibility Study","year":2019,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Pharmaceuticals","keywords":"Medicine; Multiple myeloma; Blood transfusion; Vital signs; Internal medicine; Surgery","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":[0.0004254601,0.0002825028,0.0005130614,0.0001600852,0.0002770512,0.00005336949,0.000103232,0.0001485657,0.00001182233],"category_scores_gemma":[0.00006651719,0.0001773024,0.00008526064,0.0002794483,0.00004536659,0.0001883082,0.00003890313,0.0002809365,0.000001606609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002616791,"about_ca_system_score_gemma":0.00003609051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000462702,"about_ca_topic_score_gemma":0.0002075414,"domain_scores_codex":[0.9978918,0.0001970642,0.000616731,0.000546272,0.0004163014,0.0003318618],"domain_scores_gemma":[0.9988178,0.0005167832,0.0001622886,0.0003082542,0.00009769804,0.00009716584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001049965,0.0003108367,0.9419245,0.001460944,0.00002616493,0.00001080763,0.03483019,0.0000353686,0.01976704,0.000009595924,3.496213e-7,0.0005742882],"study_design_scores_gemma":[0.003541704,0.001815499,0.8830383,0.003109939,0.00006203393,0.00001449484,0.09932031,0.001059334,0.007795566,0.00001412555,0.000001719372,0.0002270104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925177,0.00004391539,0.0002377443,0.00001728307,0.0003685052,0.006677189,0.000007587279,0.00007966331,0.000050464],"genre_scores_gemma":[0.9992665,0.00001992217,0.0005439633,0.000002022669,0.0000349455,0.00007475029,0.000008852781,0.00003586508,0.00001319681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06449012,"threshold_uncertainty_score":0.7230183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08278928544989014,"score_gpt":0.3684242817271746,"score_spread":0.2856349962772845,"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."}}