{"id":"W4229064262","doi":"10.1097/nhh.0000000000001076","title":"Assessment and Management Tools for Advancing Disease","year":2022,"lang":"en","type":"article","venue":"Home Healthcare Now","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palliative care; Advance care planning; Inclusion (mineral); Health care; Agency (philosophy); MEDLINE; Disease; Disease management; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007730702,0.0001431738,0.0002589005,0.0001473133,0.002123313,0.00001985456,0.000126009,0.00004294909,0.0002513006],"category_scores_gemma":[0.00002942723,0.0001478077,0.00006983071,0.0002160942,0.00001869119,0.0001122629,0.0002562242,0.0003746715,0.00001268506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007235494,"about_ca_system_score_gemma":0.000407055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001129874,"about_ca_topic_score_gemma":0.0001543773,"domain_scores_codex":[0.9979267,0.0003341206,0.0003743789,0.0003917171,0.0003113019,0.0006617788],"domain_scores_gemma":[0.9986324,0.000453529,0.0001426591,0.0003283304,0.00009130568,0.0003517254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001400259,0.0004453561,0.1986815,0.0169014,0.0001463947,0.0001534391,0.007857561,0.0001131679,0.00005207504,0.07257365,0.2848104,0.4168648],"study_design_scores_gemma":[0.001660149,0.000323972,0.439127,0.0001420702,0.00006009251,0.000002442606,0.01934191,0.0001707131,4.608742e-7,0.004242992,0.5346627,0.0002654875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.808441,0.01071058,0.004833703,0.1408765,0.01372698,0.01396389,0.001521877,0.0007664225,0.005159048],"genre_scores_gemma":[0.9842183,0.0009740271,0.003805439,0.003420125,0.0003923378,0.003798368,0.0002781327,0.00005239065,0.003060909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4165993,"threshold_uncertainty_score":0.9991758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06188079145312873,"score_gpt":0.4421710224207171,"score_spread":0.3802902309675883,"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."}}