{"id":"W4409071356","doi":"10.1177/08465371251331381","title":"CT Innovation in Pancreatic Imaging: A Bright Future, But Are We There Yet?","year":2025,"lang":"en","type":"letter","venue":"Canadian Association of Radiologists Journal","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Hospital","funders":"","keywords":"Medicine; Medical physics; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003798984,0.0006012864,0.001264877,0.001282673,0.004500127,0.005586306,0.001857462,0.03706936,0.01277007],"category_scores_gemma":[0.02882652,0.0005092975,0.001017902,0.001289807,0.006908391,0.007148628,0.001415892,0.03095802,0.003979785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01024228,"about_ca_system_score_gemma":0.01273791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02826729,"about_ca_topic_score_gemma":0.05694871,"domain_scores_codex":[0.9954463,0.001221962,0.00055017,0.0004769819,0.001604039,0.0007005739],"domain_scores_gemma":[0.9674487,0.01246167,0.001738027,0.0006680209,0.008058838,0.009624791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005503507,0.00003608159,0.002034535,0.0001482674,0.00001608213,0.00475423,0.0001558651,0.00008578115,0.0001473716,0.005639311,0.9677879,0.01913951],"study_design_scores_gemma":[0.0001573106,0.00007152305,0.003008,0.001580379,0.00005716166,0.01916899,0.002113338,0.0006195548,0.0001560737,0.03014593,0.9427927,0.0001290307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001973097,0.002946634,0.00003602911,0.9896408,0.005498984,0.000002214255,0.00001114548,0.000007411998,0.00165944],"genre_scores_gemma":[0.0101523,0.0126274,0.0006398829,0.8148832,0.1568723,0.0000173091,0.00004053574,0.00001767496,0.004749412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03706936,"threshold_uncertainty_score":0.07431334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565735115081649,"score_gpt":0.3060586702002929,"score_spread":0.2804013190494764,"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."}}