{"id":"W2971225704","doi":"10.3747/co.26.4967","title":"Resource Use in the Last Three Months of Life by Lung Cancer Patients in Southern Ontario","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Lung cancer; Emergency department; Health care; End-of-life care; Palliative care; Quality of life (healthcare); Retrospective cohort study; Cancer; Family medicine; Advance care planning; Cohort; Disease; Emergency medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003733656,0.0001700988,0.0002295257,0.000599158,0.001508944,0.000915189,0.0004968466,0.0002795948,0.001247989],"category_scores_gemma":[0.001506228,0.0001682672,0.0003650664,0.001621182,0.0005478222,0.000333451,0.0007939583,0.0003099065,0.00009724755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160833,"about_ca_system_score_gemma":0.008407529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9149176,"about_ca_topic_score_gemma":0.954505,"domain_scores_codex":[0.999486,0.00006384093,0.00004839119,0.0000587014,0.0001452371,0.0001978203],"domain_scores_gemma":[0.9988053,0.0001178771,0.0005112753,0.00002201211,0.0002555921,0.0002878618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004196415,0.00001637486,0.9920803,0.00004004518,0.00001592492,0.0001343732,0.004952401,0.00002833588,0.0001453258,0.00001624148,0.0004013578,0.00212745],"study_design_scores_gemma":[0.000002637011,0.00002443106,0.9934476,0.00002134442,0.00000634905,0.00004587589,0.005853846,0.0000459063,0.00002116632,0.000005374148,0.0005210428,0.000004248144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983776,0.0002048127,0.00001213103,0.0001771984,0.000002832973,0.00001499936,0.0006329835,0.000001650874,0.0005758413],"genre_scores_gemma":[0.9992995,0.0001350449,0.00002645613,0.00005781234,0.000002123989,0.0000143244,0.0002491302,9.040797e-7,0.0002146658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08508235,"threshold_uncertainty_score":0.1711668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662315056293566,"score_gpt":0.4315553774375428,"score_spread":0.2653238718081862,"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."}}