{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001043363,0.0001549053,0.0004570609,0.0002125023,0.00007046488,0.000007791992,0.00007287987,0.0003529829,0.0001344416],"category_scores_gemma":[0.01782581,0.0001374296,0.00004283336,0.0002560919,0.0002818453,0.0001825108,0.00002304154,0.0004422705,0.00002479816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753696,"about_ca_system_score_gemma":0.0003068264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002109358,"about_ca_topic_score_gemma":0.0001144468,"domain_scores_codex":[0.9983672,0.0003921591,0.0003934731,0.0004494042,0.00005502182,0.000342762],"domain_scores_gemma":[0.996833,0.00244036,0.0003085125,0.0002784862,0.00003964994,0.00009995227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008567946,0.000729233,0.9354464,0.00008689105,0.00008525702,0.0003574664,0.002220374,0.0004211307,0.002122043,0.03416974,0.002487269,0.02101743],"study_design_scores_gemma":[0.002907302,0.000876562,0.9724541,0.00002072521,0.0001077863,0.005546572,0.0001049273,0.000107085,0.00003857151,0.005356193,0.0123211,0.0001590753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980375,0.0007422952,0.0005004192,0.01577343,0.0006258388,0.0002433413,0.000002964433,0.0000356579,0.001701071],"genre_scores_gemma":[0.9951916,0.0008257795,0.001742325,0.00145788,0.0005146882,0.0000692625,0.00005211551,0.00001136193,0.0001349684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03700773,"threshold_uncertainty_score":0.9904475,"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."}}