{"id":"W2805049180","doi":"10.1177/0825859718781363","title":"Inpatient Palliative Care Consultations From a Canadian Clinical Teaching Unit","year":2018,"lang":"en","type":"article","venue":"Journal of Palliative Care","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Medicine; Palliative care; Medical diagnosis; Family medicine; Population; Quality of life (healthcare); Emergency medicine; Nursing","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":[0.0002886399,0.0002839062,0.0008923339,0.000374691,0.0002201968,0.00002641068,0.0002543389,0.0002311032,0.0002379667],"category_scores_gemma":[0.003614951,0.000231834,0.0004008979,0.0003154344,0.0003902156,0.0001413423,0.00004568875,0.0009250663,0.00004205373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006456026,"about_ca_system_score_gemma":0.001841435,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01125983,"about_ca_topic_score_gemma":0.03962634,"domain_scores_codex":[0.997223,0.0003375821,0.001207385,0.000282938,0.0005910865,0.0003579804],"domain_scores_gemma":[0.9912661,0.0009445205,0.001004149,0.000277411,0.005827502,0.0006802887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002760937,0.00007847641,0.8825499,0.0000779448,0.0005867342,0.0001328247,0.1071022,0.000007539492,0.0001423381,0.0002444128,0.002240995,0.006560517],"study_design_scores_gemma":[0.004517867,0.002915523,0.680678,0.004039107,0.0006773263,0.000002362077,0.1868558,0.00005374973,0.002182917,0.0001988038,0.117551,0.0003275779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801049,0.006990383,0.0008145227,0.0008535229,0.001018107,0.0003605776,0.0006677515,0.00001703219,0.009173264],"genre_scores_gemma":[0.983959,0.0007289475,0.01270762,0.001006615,0.001299784,0.000005688014,0.0001659337,0.00003401739,0.000092421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2018719,"threshold_uncertainty_score":0.9953243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.196024976196784,"score_gpt":0.4894630774002443,"score_spread":0.2934381012034604,"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."}}