{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000397401,0.00004888491,0.00007359601,0.00006370744,0.00001557676,0.00001971381,0.0000276975,0.00001134513,0.001107202],"category_scores_gemma":[0.000003796261,0.00003866915,0.00004670335,0.0001153167,0.00001293668,0.00003674994,0.00002062955,0.000069018,0.0003168733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003745278,"about_ca_system_score_gemma":0.00001120997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003056865,"about_ca_topic_score_gemma":0.000002080169,"domain_scores_codex":[0.9996521,0.00000398957,0.00006120787,0.00009460843,0.00009116272,0.00009690685],"domain_scores_gemma":[0.9998342,0.00002109557,0.000004177438,0.00009839283,0.000003829627,0.00003829391],"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":[0.00002499096,0.00001751147,0.03200606,0.0001160838,0.00007555933,0.000177869,0.00009348819,2.914768e-7,0.0003700041,0.001333499,0.9481376,0.01764708],"study_design_scores_gemma":[0.0004093015,0.00007707489,0.0131549,0.00006975346,0.00007211936,0.000004499181,0.0000452579,0.0001144816,0.001306753,0.0001548831,0.9845507,0.00004034452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4547423,0.01205372,0.002712558,0.2584235,0.006274803,0.0009330384,0.00001682542,0.00151519,0.263328],"genre_scores_gemma":[0.9733217,0.0001275406,0.001625175,0.01224916,0.0004834497,0.00001204033,0.0000232857,0.00001392461,0.01214377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5185793,"threshold_uncertainty_score":0.9998059,"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."}}