{"id":"W2134938499","doi":"10.1148/radiol.2303030473","title":"Financial Ratios in Diagnostic Radiology Practices: Variability and Trends","year":2004,"lang":"en","type":"article","venue":"Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liberian dollar; Medicaid; Payment; Revenue; Quarter (Canadian coin); Accounts receivable; Demographics; Inflation (cosmology); Demographic economics; Demography; Actuarial science; Finance; Economics; Health care; Geography; Physics","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":[0.003435933,0.0001703629,0.0002365845,0.002885528,0.0001510486,0.0007503426,0.0005446479,0.000436807,0.0008180248],"category_scores_gemma":[0.01687852,0.0001594815,0.0001912046,0.003571436,0.0003999668,0.0009751112,0.0006727614,0.0004353667,0.0003306472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006380253,"about_ca_system_score_gemma":0.0002934156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003523725,"about_ca_topic_score_gemma":0.002813173,"domain_scores_codex":[0.9966689,0.0008202271,0.0005751069,0.0007952595,0.0009072189,0.0002333451],"domain_scores_gemma":[0.9806584,0.005520758,0.009846067,0.0009318376,0.002423229,0.0006196913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004011007,0.00001247562,0.9939656,0.00001095683,0.00002475492,0.00001649832,0.0001399593,0.00004685159,0.0001023311,0.00003554935,0.0001702789,0.005434784],"study_design_scores_gemma":[0.000001470218,0.00002526386,0.9989586,0.000006284218,0.000004616384,0.000163865,0.0001504918,0.0002866209,0.0001021096,0.00003373226,0.0002632146,0.000003635729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963104,0.0008886679,0.0006259038,0.0002258567,0.000008629951,0.0000097092,0.0009030232,0.00003327557,0.0009944647],"genre_scores_gemma":[0.9986953,0.0001440827,0.0002519599,0.00003233898,0.00001809922,0.000008765628,0.0007648551,0.000006440633,0.00007807408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003523725,"threshold_uncertainty_score":0.01817119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463890074612447,"score_gpt":0.3297748809983165,"score_spread":0.305135980252192,"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."}}