{"id":"W4389848756","doi":"10.1136/rapm-2023-104992","title":"Financial model for a transitional pain service at a large tertiary academic center in the USA","year":2023,"lang":"en","type":"article","venue":"Regional Anesthesia & Pain Medicine","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Michigan Department of Health and Human Services","keywords":"Medicine; Center (category theory); Tertiary care; Service (business); Family medicine; Marketing; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002075919,0.0007358631,0.0002921559,0.001985013,0.001932737,0.003843604,0.00222213,0.00187578,0.017885],"category_scores_gemma":[0.005122224,0.0004533955,0.000696445,0.002260322,0.0006948225,0.002703141,0.001698828,0.001470881,0.001191751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01155933,"about_ca_system_score_gemma":0.009813171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09590325,"about_ca_topic_score_gemma":0.09929789,"domain_scores_codex":[0.9986688,0.0006853019,0.00005115402,0.0001325425,0.0001701899,0.0002919015],"domain_scores_gemma":[0.9972371,0.001448719,0.0002365409,0.00006564071,0.00055405,0.000457916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004502942,0.001499507,0.0556374,0.0003366905,0.00008878961,0.001664214,0.002135612,0.6903663,0.0006985443,0.1750019,0.03255961,0.03956105],"study_design_scores_gemma":[0.0002562281,0.0003374103,0.01033654,0.0002032289,0.0000619116,0.0003469712,0.004358417,0.9329041,0.0002918052,0.02126347,0.02953952,0.0001003771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6609424,0.0006156589,0.08338962,0.01927053,0.0003051359,0.002818528,0.01527718,0.00113045,0.2162505],"genre_scores_gemma":[0.9374424,0.0004225647,0.04192591,0.0006169389,0.00004402201,0.001562212,0.002798616,0.00006506453,0.01512227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09590325,"threshold_uncertainty_score":0.19069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749597412347979,"score_gpt":0.2947536116021984,"score_spread":0.2472576374787187,"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."}}