{"id":"W2997504536","doi":"10.1002/9780471420194.tnmc10.pub3","title":"Oesophagus","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Endoscopy; Gastroesophageal Junction; Physical examination; Esophagus; Esophagogastric junction; Radiology; Surgery; General surgery; Adenocarcinoma; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003181072,0.0002060493,0.0003975996,0.0001454277,0.00003834399,0.00001410478,0.0001480696,0.0001781196,0.03340437],"category_scores_gemma":[0.00006579345,0.0001521376,0.0001147768,0.00003256952,0.00008461225,0.00001099697,0.00005624644,0.0002613826,0.001305815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008530757,"about_ca_system_score_gemma":0.0002474844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004454331,"about_ca_topic_score_gemma":0.0005096504,"domain_scores_codex":[0.9990479,0.0000117159,0.00008499343,0.0002713806,0.0003136683,0.0002703696],"domain_scores_gemma":[0.9988438,0.00001233826,0.0001000105,0.000769387,0.00002857797,0.0002458445],"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":[0.00005291606,0.0002474899,0.0005638424,0.0001491289,0.0002075235,0.001561507,0.000003798111,6.883922e-9,0.000001417274,0.00001715728,0.9680353,0.02915989],"study_design_scores_gemma":[0.001452317,0.0003547632,0.002559856,0.0005785548,0.000103699,0.0000459516,0.00000145049,0.000002856763,0.00003323172,0.00002526845,0.9947376,0.0001044562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000136786,0.05461677,0.000003918683,0.0007477357,0.0001991184,0.0005488465,0.003756864,0.0002420978,0.939871],"genre_scores_gemma":[0.000678001,0.001627752,0.001048654,0.0002248242,0.001864926,0.00003444254,0.0029389,0.000331812,0.9912507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05298902,"threshold_uncertainty_score":0.9994718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04077533173753087,"score_gpt":0.3910753890889848,"score_spread":0.3503000573514539,"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."}}