{"id":"W4392229390","doi":"10.1055/a-2224-8384","title":"Commentary","year":2024,"lang":"en","type":"article","venue":"Endoscopy","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscopic submucosal dissection; General surgery; Gynecology; Gastroenterology; 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":[0.009122788,0.001612299,0.002367186,0.002315144,0.005212403,0.004859047,0.008023554,0.07925343,0.04136204],"category_scores_gemma":[0.08825207,0.001259394,0.004084658,0.002207442,0.005901539,0.00660409,0.004170058,0.05705173,0.02951334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01019707,"about_ca_system_score_gemma":0.01953399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02313265,"about_ca_topic_score_gemma":0.02321917,"domain_scores_codex":[0.9906894,0.001913038,0.0009410707,0.001427961,0.003694014,0.001334602],"domain_scores_gemma":[0.9589788,0.02155091,0.00227431,0.001194083,0.01179041,0.004211448],"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":[0.00001560714,0.000002815456,0.00003529698,0.00004026973,0.000005773895,0.00007511509,0.00002500352,0.000009960226,0.00001115592,0.0004882236,0.9982637,0.001027185],"study_design_scores_gemma":[0.0001231778,0.00002297213,0.0003038665,0.0006124746,0.00003710812,0.0002500203,0.0001837233,0.00006854705,0.0001385418,0.00348057,0.9947293,0.00004969395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006333055,0.0005708663,0.00004529757,0.953381,0.04386019,0.00002159595,0.0002232095,0.00004664762,0.001787933],"genre_scores_gemma":[0.0005011937,0.0003186096,0.00005596865,0.9767105,0.01915913,0.00004411456,0.00004908239,0.00002291114,0.003138509],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07925343,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01615437115280916,"score_gpt":0.3057031165899037,"score_spread":0.2895487454370946,"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."}}