{"id":"W4210381687","doi":"10.3390/curroncol29020048","title":"Endoscopic Diagnosis and Treatment of Superficial Esophageal Squamous Cell Cancer: Present Status and Future Perspectives","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Esophageal cancer; Overdiagnosis; Esophagus; Radiology; Endoscopic mucosal resection; Endoscopy; Endoscopic ultrasonography; Cancer; Dissection (medical); Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008205575,0.0006218135,0.001409934,0.001937254,0.0002085434,0.000819809,0.0006881699,0.0007880019,0.002894101],"category_scores_gemma":[0.001296391,0.0002394429,0.0008475,0.001985879,0.0004314579,0.001433198,0.00049389,0.001179738,0.0007272609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004890672,"about_ca_system_score_gemma":0.001101346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00125598,"about_ca_topic_score_gemma":0.002694398,"domain_scores_codex":[0.9997862,0.00004611169,0.00005005979,0.00004079788,0.00005801457,0.00001879415],"domain_scores_gemma":[0.9993289,0.0003736172,0.00009692774,0.00001602379,0.0001497897,0.00003481667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008029273,0.00005291132,0.0004166547,0.02827911,0.0001478007,0.0001664226,0.00005078077,0.0002735479,0.0006005624,0.001122916,0.01363991,0.9551691],"study_design_scores_gemma":[0.0000568814,0.0002948683,0.004924295,0.02555535,0.0009965489,0.003010218,0.0002024917,0.0003421799,0.0005439021,0.00282159,0.9612043,0.00004740026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007737264,0.9994183,0.00003304947,0.000198589,0.00007519008,0.000001434896,0.000005392178,0.000002209093,0.0001886025],"genre_scores_gemma":[0.0004253519,0.9992207,0.00007218204,0.000110044,0.00009150267,0.000001997845,0.00001033653,5.501752e-7,0.00006734487],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002894101,"threshold_uncertainty_score":0.009681761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1248958009344554,"score_gpt":0.4535971313665198,"score_spread":0.3287013304320644,"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."}}