{"id":"W2252200800","doi":"10.9778/cmajo.20150005","title":"Identification of the physician workforce providing palliative care in Ontario using administrative claims data","year":2015,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa; Institute for Clinical Evaluative Sciences; McMaster University; University of Toronto","funders":"","keywords":"Palliative care; Workforce; Family medicine; Medicine; Sample (material); Identification (biology); Nursing; Political science","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":[0.002788959,0.0003262102,0.0002640709,0.00323345,0.0008756533,0.0008844875,0.0009433163,0.0003007152,0.0008484959],"category_scores_gemma":[0.01341224,0.0002512423,0.0003989732,0.003235823,0.0004323233,0.0003916962,0.0009188557,0.0002741516,0.0001851724],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01671508,"about_ca_system_score_gemma":0.02438118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9590055,"about_ca_topic_score_gemma":0.9756917,"domain_scores_codex":[0.9977302,0.0002813294,0.0002044594,0.0002302938,0.001127375,0.0004262918],"domain_scores_gemma":[0.99112,0.0012357,0.002586287,0.0002359066,0.004154519,0.0006675321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002458376,0.00001154808,0.9908364,0.00007951364,0.00001829799,0.00004550964,0.0005752895,0.0003893583,0.0001523347,0.00006936626,0.00155489,0.006242883],"study_design_scores_gemma":[0.000008423524,0.00001538532,0.9936814,0.00008049977,0.00001355307,0.0000341575,0.0007945876,0.002548428,0.0001015736,0.00005105076,0.002664156,0.000006730458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789279,0.001250814,0.002097961,0.001260741,0.00002240231,0.0003384663,0.01046528,0.00006026014,0.005576103],"genre_scores_gemma":[0.991732,0.0005946136,0.002760182,0.0001559524,0.00001610977,0.0001033778,0.004113298,0.000006003635,0.0005183523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9832849,"threshold_uncertainty_score":0.121277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5647505194786866,"score_gpt":0.5119445929908195,"score_spread":0.05280592648786708,"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."}}