{"id":"W4417297425","doi":"10.1148/rg.250004","title":"Planning Ahead: Residents’ Guide to Building a Strong Financial Future","year":2025,"lang":"en","type":"article","venue":"Radiographics","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Financial plan; MEDLINE; Financial Audit; Financial management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005111512,0.0002567006,0.0005125002,0.001339689,0.0003378011,0.0001400174,0.0004422945,0.0002498822,0.00003113271],"category_scores_gemma":[0.00005290133,0.0003247936,0.0002559532,0.001880842,0.0000593972,0.0002078944,0.0001001555,0.0003548306,0.00004576391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064532,"about_ca_system_score_gemma":0.00006658266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004949574,"about_ca_topic_score_gemma":0.0001097829,"domain_scores_codex":[0.998002,0.00001875637,0.0007144301,0.0006110523,0.00007037064,0.0005834128],"domain_scores_gemma":[0.9990671,0.00004849815,0.0002059284,0.0004998818,0.00004522136,0.0001333508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004699047,0.00004632157,0.1332828,0.00005168277,0.00005530802,0.00003453167,0.0008842971,0.0004518041,0.00003878852,0.7928265,0.07088232,0.001398739],"study_design_scores_gemma":[0.0005396563,0.00004599149,0.1732782,0.0001357769,0.00001194827,0.000004537569,0.000066707,0.0002469019,0.00006669189,0.004602742,0.8206437,0.0003571734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8262779,0.01266387,0.07023316,0.002390366,0.004722477,0.0005596631,0.0001691913,0.0002731179,0.08271024],"genre_scores_gemma":[0.9805936,0.0007651829,0.01078229,0.002906872,0.001127684,0.00004684529,0.00001579686,0.00005129771,0.003710388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7882237,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890439219380401,"score_gpt":0.2649792691256049,"score_spread":0.2460748769318009,"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."}}