{"id":"W4225290507","doi":"10.1245/s10434-022-11532-1","title":"ASO Visual Abstract: Changes in Perioperative Platelet Lymphocyte Ratio Predict Survival in Esophagogastric Adenocarcinoma","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Surgical oncology; Esophagogastric junction; Adenocarcinoma; Internal medicine; Platelet; Lymphocyte; Perioperative; Gastroenterology; Oncology; Surgery; 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":[0.0005643287,0.0008496159,0.0006576816,0.001008243,0.0002093868,0.001531182,0.0004906459,0.00102825,0.09862638],"category_scores_gemma":[0.004339938,0.0001757605,0.0006047895,0.0005664728,0.0001300848,0.0004562702,0.0004745896,0.0007177134,0.01333686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003509287,"about_ca_system_score_gemma":0.0005561554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274848,"about_ca_topic_score_gemma":0.002859124,"domain_scores_codex":[0.9997625,0.00005676214,0.00002871891,0.00003133484,0.00008494571,0.00003569092],"domain_scores_gemma":[0.9983627,0.0005424236,0.0001902038,0.00004679713,0.000549251,0.000308569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.006923741,0.0002200094,0.03189149,0.002189243,0.0003156219,0.0003866779,0.00003556546,0.0002379549,0.001293998,0.0001762753,0.8565252,0.09980426],"study_design_scores_gemma":[0.01016625,0.003904979,0.5541036,0.004095942,0.002576437,0.003399245,0.0006572957,0.00561665,0.005902295,0.003582457,0.4057666,0.0002282737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2657391,0.07184181,0.003773473,0.1277609,0.1352466,0.001924496,0.1900559,0.002484184,0.2011735],"genre_scores_gemma":[0.5469651,0.02273513,0.003361814,0.02142211,0.1253387,0.0008618521,0.05748082,0.0006320346,0.2212025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09862638,"threshold_uncertainty_score":0.3299381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05062023676880407,"score_gpt":0.3548408533834316,"score_spread":0.3042206166146276,"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."}}