{"id":"W7117321436","doi":"10.1080/07357907.2025.2599381","title":"Diagnostic Costs of Metastatic and Unknown Primary Cancers in Alberta, Canada, 2017–2021","year":2025,"lang":"en","type":"article","venue":"Cancer Investigation","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"","keywords":"Stage (stratigraphy); Cancer; Diagnostic test; Cost analysis; Disease; Cost driver; Health care; Baseline (sea); Total cost","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006971097,0.0001208396,0.0003077453,0.0001063599,0.00002805563,0.000007069328,0.00003514382,0.00003147063,0.00004859761],"category_scores_gemma":[0.0002001054,0.0001124232,0.00002466353,0.0003196854,0.0001083982,0.00005608703,0.00001927944,0.00008023733,6.168905e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216791,"about_ca_system_score_gemma":0.003631425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.921371,"about_ca_topic_score_gemma":0.9631937,"domain_scores_codex":[0.999168,0.00003186046,0.0002676592,0.000226775,0.0001585094,0.0001472092],"domain_scores_gemma":[0.999145,0.000425433,0.00009169975,0.0001577494,0.00007682473,0.0001033419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007977362,0.00007381082,0.9324136,0.0007637634,0.0002591351,0.00004802959,0.0004489517,0.0007083451,0.0005616173,0.003323938,0.02305292,0.03826615],"study_design_scores_gemma":[0.00240573,0.00007938346,0.9795673,0.002330541,0.00037012,0.000004424446,0.00007984266,0.0003450836,0.007534068,0.0004363055,0.006713747,0.0001334046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802822,0.009335611,0.000007779038,0.007712663,0.0002922622,0.0005633198,0.00003797888,0.000004277088,0.00176392],"genre_scores_gemma":[0.9948659,0.002083577,0.0001184371,0.001895408,0.00003158589,0.0003525275,0.00006429784,0.00000853253,0.0005797177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04715378,"threshold_uncertainty_score":0.6441993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01575160542367834,"score_gpt":0.2763654839179671,"score_spread":0.2606138784942887,"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."}}