{"id":"W2411288637","doi":"","title":"Many happy returns. Two Colorado practices join forces on revenue cycle management to achieve new levels of revenue.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Operations Management Techniques","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Join (topology); Revenue; Business; Revenue management; Operations management; Finance; Operations research; Economics; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003134851,0.0002154838,0.0003914071,0.0006523324,0.0002278732,0.0002066434,0.001236877,0.00006511394,0.0001089777],"category_scores_gemma":[0.002895325,0.0001855573,0.0001194017,0.001306385,0.0000913041,0.0007446737,0.0004136059,0.00017133,0.0002663096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041594,"about_ca_system_score_gemma":0.00003723171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001864157,"about_ca_topic_score_gemma":0.0002573896,"domain_scores_codex":[0.9962677,0.0002997443,0.0008083385,0.0006827024,0.001503448,0.0004380644],"domain_scores_gemma":[0.9970684,0.0005085494,0.0008541802,0.001189925,0.0001691491,0.0002097742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002610065,0.000270549,0.002808649,0.00002900027,0.00009891716,0.0001005667,0.001134491,0.0004386763,0.0001387647,0.01395113,0.613523,0.3672453],"study_design_scores_gemma":[0.0009263019,0.000375595,0.4865379,0.0001004219,0.0000758114,0.00002156282,0.0005674257,0.0001773103,0.004390645,0.03567305,0.4705958,0.0005581721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8130854,0.0002360727,0.01273822,0.03496539,0.001126939,0.008549332,0.0003173304,0.0003455639,0.1286357],"genre_scores_gemma":[0.9126791,0.00008199005,0.01322895,0.001144038,0.0001468845,0.0007617111,0.000002662571,0.00002476692,0.07192987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4837293,"threshold_uncertainty_score":0.7566806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2052171407963686,"score_gpt":0.3910479100221247,"score_spread":0.1858307692257561,"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."}}