{"id":"W4405611942","doi":"10.1016/j.pan.2024.05.124","title":"Perineural invasion severity score significantly impacts survival in pancreatic ductal adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Perineural invasion; Pancreatic ductal adenocarcinoma; Internal medicine; Oncology; Overall survival; Pancreatic cancer; Cancer","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":[0.0004795612,0.0003844645,0.0002954029,0.0004856331,0.0003203774,0.001105174,0.0003704405,0.0003822525,0.002773925],"category_scores_gemma":[0.002468502,0.0002138156,0.0008480849,0.0008911578,0.0003609594,0.0006247917,0.0007865338,0.0007771412,0.0003829368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291706,"about_ca_system_score_gemma":0.0004157612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522315,"about_ca_topic_score_gemma":0.003545841,"domain_scores_codex":[0.9996943,0.00008833939,0.00003836269,0.00004975659,0.00005668297,0.00007247035],"domain_scores_gemma":[0.9987172,0.0002667457,0.0004483428,0.0000819372,0.0001101018,0.00037566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002865966,0.00002794555,0.9953272,0.00001496061,0.00008620667,0.0001024647,0.00003745663,0.00005726081,0.0004702583,0.00001658989,0.0001077923,0.003465249],"study_design_scores_gemma":[0.000004087433,0.00008967724,0.998772,0.000006721221,0.00007400126,0.0002261557,0.0001908737,0.0001863273,0.0001343163,0.00006406278,0.0002476297,0.000004192345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976828,0.0005813153,0.0001208311,0.0001351502,0.00003105509,0.00000411889,0.0002102566,0.000007361836,0.001227008],"genre_scores_gemma":[0.9985917,0.0002410769,0.00008598666,0.00004116033,0.00002886522,0.000002378648,0.0003015413,0.00000527992,0.0007021364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002773925,"threshold_uncertainty_score":0.009279668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117366233431035,"score_gpt":0.3382459574169809,"score_spread":0.2870722950826706,"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."}}