{"id":"W1971398831","doi":"10.1002/jso.21144","title":"CT, MRI and ultrasound scanning rates: Evaluation of cancer diagnosis, staging and surveillance in ontario","year":2008,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Princess Margaret Cancer Centre; Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Magnetic resonance imaging; Radiology; Breast cancer; Prostate cancer; Cancer; Lung cancer; Stage (stratigraphy); Ultrasound; Cancer staging; Colorectal cancer; Cancer registry; Nuclear medicine; Oncology; Internal medicine","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":[0.000570363,0.0001334383,0.0001508171,0.001247721,0.0005372817,0.0004832144,0.0006014271,0.000242288,0.001727508],"category_scores_gemma":[0.005665719,0.0002900884,0.0002626657,0.00274939,0.0004412651,0.0002874709,0.0004785972,0.000232386,0.0001531319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009645169,"about_ca_system_score_gemma":0.007107137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9097413,"about_ca_topic_score_gemma":0.9317952,"domain_scores_codex":[0.9991673,0.0001048467,0.00008118958,0.00009547658,0.0003829768,0.0001681815],"domain_scores_gemma":[0.9950576,0.0005429247,0.002446968,0.0001421023,0.001189556,0.0006208314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002861863,0.000005311519,0.997126,0.000015938,0.000009971899,0.00003752511,0.0002555982,0.0000587577,0.00009284118,0.00002058141,0.0003210971,0.00202779],"study_design_scores_gemma":[0.000002384774,0.000009703806,0.9991891,0.000008050448,0.000005282675,0.00006671882,0.000166838,0.0001871513,0.00004077347,0.000004994958,0.0003165782,0.000002378996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942625,0.0005941101,0.0001101896,0.0004016643,0.000004174205,0.00002132604,0.002618748,0.00001530572,0.00197207],"genre_scores_gemma":[0.9983456,0.0003091728,0.000124234,0.00003588436,0.000004642744,0.000009884808,0.0007572306,0.000005365453,0.0004079821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9097413,"threshold_uncertainty_score":0.1815805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135645678332781,"score_gpt":0.408877648883124,"score_spread":0.2953130810498459,"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."}}