{"id":"W4386407130","doi":"10.1097/njh.0000000000000977","title":"A Standard Practice Protocol for Addressing Depression in a Hospice Setting","year":2023,"lang":"en","type":"article","venue":"Journal of Hospice and Palliative Nursing","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Depression (economics); Psychosocial; Medicine; Protocol (science); Referral; Limiting; Mood; Psychiatry; Nursing; Alternative medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001041578,0.0001549318,0.0005023487,0.0002830944,0.00009338523,0.00003142339,0.00007008221,0.00009766063,0.000005636723],"category_scores_gemma":[0.002350179,0.0001213231,0.0001133509,0.0004115971,0.00007587073,0.0003845927,0.00001762744,0.0003297965,6.885776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378417,"about_ca_system_score_gemma":0.0001894091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001013771,"about_ca_topic_score_gemma":0.00000250166,"domain_scores_codex":[0.9984356,0.0001086198,0.0006229695,0.0001729239,0.0003956583,0.0002642859],"domain_scores_gemma":[0.9972118,0.001087645,0.0008115073,0.00009340481,0.0006840663,0.0001115582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01514166,0.0005957462,0.7268659,0.002487184,0.0003344759,0.0004263004,0.0545758,0.0001648452,0.01050621,0.0001460793,0.007679853,0.1810759],"study_design_scores_gemma":[0.04058215,0.01030238,0.4367418,0.1937924,0.001029527,0.0001959343,0.08355898,0.003437509,0.07047116,0.003194772,0.1557319,0.000961509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047794,0.004088667,0.01297329,0.01220331,0.0006024222,0.05990092,0.00004024192,0.00008046751,0.00533128],"genre_scores_gemma":[0.7600656,0.001551576,0.2209388,0.001522601,0.002602705,0.0127636,0.00002397599,0.0001814527,0.000349707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2901241,"threshold_uncertainty_score":0.4947411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2099240138164477,"score_gpt":0.5480724096984141,"score_spread":0.3381483958819664,"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."}}