{"id":"W4388916594","doi":"10.2196/51248","title":"Daily Activity Lifelogs of People With Heart Failure: Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart Foundation of Australia","keywords":"Observational study; Heart failure; Medicine; Psychology; Internal medicine","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":[0.001437384,0.0003256692,0.0009704428,0.001079732,0.0007116809,0.0007627524,0.0004697373,0.0006898085,0.001522539],"category_scores_gemma":[0.004172156,0.0004409134,0.001542936,0.001948587,0.0003386099,0.000906023,0.000962263,0.001076203,0.0005133252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005940042,"about_ca_system_score_gemma":0.0006083884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01026347,"about_ca_topic_score_gemma":0.01296758,"domain_scores_codex":[0.9987129,0.0003245639,0.0003254087,0.0002557614,0.0002534387,0.0001278979],"domain_scores_gemma":[0.9966334,0.0006590526,0.001306228,0.000349879,0.0006317345,0.0004198012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002409481,0.0003128623,0.9965115,0.0001306898,0.0001885876,0.00005957078,0.0004939543,0.00003294646,0.0001000338,0.000009604505,0.0002865485,0.001632749],"study_design_scores_gemma":[0.00003861958,0.0005083706,0.9977726,0.0000285968,0.00007330443,0.0001524666,0.0008788276,0.0001373346,0.00003382311,0.00001214208,0.0003521409,0.00001162206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964652,0.0003066484,0.0001038277,0.00002885822,0.000006341699,0.0001512837,0.0025131,0.000005813628,0.0004189237],"genre_scores_gemma":[0.9963757,0.0002110967,0.0002348273,0.00008690426,0.0000129563,0.0002580491,0.002650074,0.000004120353,0.0001663134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01026347,"threshold_uncertainty_score":0.02040744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484649784872863,"score_gpt":0.4394910265557535,"score_spread":0.2910260480684672,"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."}}