{"id":"W2301232580","doi":"10.1089/jpm.2015.0181","title":"Reengineering Dialysis: The Role of Palliative Medicine","year":2016,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Palliative care; Advance care planning; Hospital medicine; Population; Hemodialysis; Ambulatory care; Emergency medicine; Dialysis; Intensive care medicine; Intervention (counseling); Family medicine; Internal medicine; Health care; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002062021,0.0001736249,0.0002083212,0.0002564066,0.0007155815,0.001306171,0.0004362013,0.0006121569,0.00192832],"category_scores_gemma":[0.007282142,0.00008123608,0.0002031748,0.0002210007,0.000710056,0.001037952,0.001195335,0.00108417,0.0002188334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004925137,"about_ca_system_score_gemma":0.001763499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005001489,"about_ca_topic_score_gemma":0.001572451,"domain_scores_codex":[0.9981974,0.001443583,0.00005105727,0.00005956904,0.000145733,0.0001026374],"domain_scores_gemma":[0.9944325,0.002791869,0.000817718,0.0001480687,0.0003982438,0.001411593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003095736,0.0009060439,0.06471019,0.001875146,0.0001150243,0.0008633991,0.005497355,0.0005162029,0.002014318,0.003813688,0.01707092,0.9023081],"study_design_scores_gemma":[0.0004548683,0.005010304,0.5454214,0.01703987,0.0004319819,0.01715647,0.02949801,0.00441759,0.002769435,0.02856146,0.3490138,0.0002248787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5190979,0.3191111,0.009171628,0.1031277,0.001574186,0.0002415286,0.0001081526,0.0001672893,0.04740058],"genre_scores_gemma":[0.9430639,0.04624368,0.005854192,0.003298789,0.0006181128,0.00008677178,0.00003345402,0.00001001575,0.0007911692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002062021,"threshold_uncertainty_score":0.01090515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07868339392978856,"score_gpt":0.3889661399777496,"score_spread":0.310282746047961,"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."}}