{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005838995,0.0003480791,0.0003394105,0.001565376,0.001317947,0.001541903,0.00105281,0.000339039,0.002114657],"category_scores_gemma":[0.003043149,0.0002905456,0.0006768804,0.003555975,0.0004720688,0.0002987102,0.0007523707,0.0009314815,0.000149259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07145075,"about_ca_system_score_gemma":0.04677789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932866,"about_ca_topic_score_gemma":0.9962453,"domain_scores_codex":[0.9989578,0.00009818377,0.00005317702,0.00007161294,0.0004612094,0.0003579346],"domain_scores_gemma":[0.9980914,0.0001813141,0.0003882481,0.00002891301,0.0007350502,0.0005750562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005090627,0.0001072561,0.9421198,0.0002628658,0.0002505149,0.0008035863,0.0004737381,0.003675802,0.0002818455,0.001235225,0.01402738,0.03625303],"study_design_scores_gemma":[0.00004949754,0.00006350115,0.9883714,0.0001461873,0.0001168831,0.0005152207,0.00160764,0.003136526,0.000128758,0.0001633845,0.005675755,0.00002510622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613327,0.007086701,0.0002767237,0.003085738,0.00009789664,0.0001050597,0.01871171,0.00004596478,0.009257547],"genre_scores_gemma":[0.9861708,0.002898748,0.0003597742,0.0002954642,0.00004469862,0.00002141134,0.007063565,0.000008436576,0.003137104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07145075,"threshold_uncertainty_score":0.5184139,"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."}}