{"id":"W4223933215","doi":"10.1089/jpm.2022.0004","title":"Low Hospice Utilization in New York State: Framework for Compiling and Ranking Barriers","year":2022,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Hospice Palliative Care Association","funders":"","keywords":"Psychological intervention; Medicine; Ranking (information retrieval); Thematic analysis; Categorization; Palliative care; Session (web analytics); Hospice care; Nursing; Gerontology; Family medicine; Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02413307,0.001869436,0.001237506,0.02004688,0.008640574,0.00737582,0.003618744,0.001898844,0.003525188],"category_scores_gemma":[0.04210687,0.0009534418,0.002235923,0.01059464,0.01373727,0.009231944,0.01172769,0.002982331,0.0001985343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03035658,"about_ca_system_score_gemma":0.03828252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1576028,"about_ca_topic_score_gemma":0.1752811,"domain_scores_codex":[0.9843569,0.008737059,0.002036848,0.001198759,0.002323752,0.00134667],"domain_scores_gemma":[0.9712396,0.01512252,0.004149443,0.00065837,0.006712067,0.002118007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001456589,0.000506772,0.3523843,0.004518868,0.0003042292,0.001381099,0.3407259,0.004989107,0.001036465,0.1621467,0.01660363,0.1152572],"study_design_scores_gemma":[0.00006905713,0.0003308425,0.2368437,0.007300755,0.0002713527,0.0005821338,0.6435348,0.01582457,0.0004361952,0.04839804,0.04611732,0.000291171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7334595,0.009239573,0.1150479,0.05627086,0.0007441653,0.01096145,0.004103323,0.0003168431,0.06985638],"genre_scores_gemma":[0.8916156,0.001962448,0.09711801,0.0007981082,0.0000453908,0.005624282,0.001253536,0.00004757278,0.001535058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1576028,"threshold_uncertainty_score":0.3133708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1743597674707585,"score_gpt":0.4402156579750291,"score_spread":0.2658558905042706,"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."}}