{"id":"W2324427400","doi":"10.1136/bmjspcare-2012-000250.75","title":"Opportunities to improve end-of-life communication and decision-making for seriously ill hospitalised patients and their families","year":2012,"lang":"en","type":"article","venue":"BMJ Supportive & Palliative Care","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Queen's University; University of British Columbia; University of Calgary; Université de Sherbrooke","funders":"","keywords":"Medicine; Family medicine; Medical emergency","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002813725,0.0003235156,0.0007644553,0.0001978969,0.0001177107,0.00001622471,0.0001303516,0.0001289671,0.00002902096],"category_scores_gemma":[0.00231362,0.0002604868,0.0001418074,0.0001255223,0.0003370434,0.0002613825,0.0001921649,0.0001187796,0.00000137754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054066,"about_ca_system_score_gemma":0.0001793459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005473409,"about_ca_topic_score_gemma":0.00004542444,"domain_scores_codex":[0.9983063,0.00008027726,0.0006663082,0.0003058931,0.0002778199,0.0003634163],"domain_scores_gemma":[0.9956725,0.001162346,0.0005023109,0.0003672305,0.001987977,0.0003076197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006715324,0.0001148052,0.8188826,0.0005730979,0.0002204293,0.000001257672,0.0897259,9.287465e-7,0.0003718635,0.0003798981,0.0006978005,0.08835991],"study_design_scores_gemma":[0.003139115,0.001760532,0.7112552,0.002697787,0.0002181364,9.473471e-7,0.2602103,0.00005466863,0.008725808,0.0004146477,0.01102083,0.0005020297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862825,0.006865307,0.002316852,0.0002813509,0.0001509072,0.002065658,0.001151798,0.00002892136,0.0008566676],"genre_scores_gemma":[0.9855855,0.001553311,0.01136272,0.0008023544,0.00007335198,0.0002447515,0.0003080055,0.00004140004,0.00002864924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1704844,"threshold_uncertainty_score":0.9999847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09957073674641487,"score_gpt":0.407862966559164,"score_spread":0.3082922298127492,"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."}}