{"id":"W4379932627","doi":"10.1177/27536386231178965","title":"Characteristics and paramedic management of patients enrolled in a novel assess, see, treat and refer palliative care clinical pathway: A retrospective descriptive cohort study","year":2023,"lang":"en","type":"article","venue":"Paramedicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Island Health; Research Canada","funders":"","keywords":"Medicine; Palliative care; Emergency department; Retrospective cohort study; Cohort; Intervention (counseling); Emergency medicine; Family medicine; Medical emergency; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006846763,0.0002948152,0.001433304,0.0002668491,0.00003780584,0.000006543919,0.0000806719,0.0001433634,0.00001654086],"category_scores_gemma":[0.0007893355,0.0002283847,0.00007119531,0.000610727,0.0003694834,0.00005547272,0.0001362949,0.0003495365,0.000004256198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001868123,"about_ca_system_score_gemma":0.00008847501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002014684,"about_ca_topic_score_gemma":0.00004167259,"domain_scores_codex":[0.9974105,0.0001330969,0.0009508909,0.0005788578,0.0006201438,0.0003064873],"domain_scores_gemma":[0.9982816,0.0004323957,0.0003592981,0.0003181982,0.0004162446,0.0001922526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001010789,0.0008395317,0.9789801,0.0004524663,0.0005154792,0.0002364556,0.01456914,3.009573e-7,0.00002441694,0.00005655254,0.00009012584,0.003224595],"study_design_scores_gemma":[0.01234178,0.002356639,0.9622114,0.001728656,0.0005345828,0.00000127584,0.02023555,0.0001712786,0.00004033508,0.00003977044,0.0001734233,0.0001653375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955742,0.0007919246,0.00005233304,0.00009559084,0.0001597556,0.002028987,0.0001304314,0.000038955,0.001127847],"genre_scores_gemma":[0.9938322,0.004939974,0.00047332,0.00007293958,0.0000743514,0.0001487773,0.0002160232,0.00002886352,0.0002135216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01676878,"threshold_uncertainty_score":0.9313257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1604868353650105,"score_gpt":0.4363247411364909,"score_spread":0.2758379057714805,"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."}}