{"id":"W4205267912","doi":"10.1177/15330338211066200","title":"A Rapid Cytological Screening as pre-Endoscopy Screening for Early Esophageal Squamous Cell Lesions: A Prospective Pilot Study from a Chinese Academic Center","year":2022,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Asymptomatic; Endoscopy; Gastroenterology; Predictive value; Internal medicine; Esophagitis; Esophageal squamous cell carcinoma; Prospective cohort study; Reflux; Radiology; Carcinoma; Disease","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":[0.002398968,0.0008692163,0.000592497,0.0007342499,0.001276857,0.0006699906,0.0004849952,0.000649347,0.001871945],"category_scores_gemma":[0.002049908,0.0006845437,0.0006537286,0.0005411892,0.000944385,0.0007227407,0.0006567934,0.0006573547,0.0003969097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006849696,"about_ca_system_score_gemma":0.001864422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004860867,"about_ca_topic_score_gemma":0.005605814,"domain_scores_codex":[0.9989316,0.000343678,0.00006690843,0.0002626,0.0001651885,0.0002300817],"domain_scores_gemma":[0.9983436,0.0002760984,0.0002117601,0.0001575439,0.0002993552,0.0007117098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005067183,0.01633516,0.9530258,0.0001359737,0.0001564158,0.001091273,0.002994234,0.0001123906,0.008817026,0.00006418932,0.000327856,0.01187256],"study_design_scores_gemma":[0.001365193,0.05840745,0.933386,0.0000237269,0.0002606262,0.0009946616,0.002592951,0.0006961381,0.001401064,0.00004528533,0.0007718068,0.00005513866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996254,0.00004513702,0.0000821893,0.00001575266,0.000004601697,0.0001220426,0.00002089956,0.000001907974,0.00008197316],"genre_scores_gemma":[0.9987017,0.000121021,0.0004068268,0.0001511522,0.00002786241,0.000160718,0.000117529,0.00000335129,0.0003098816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004860867,"threshold_uncertainty_score":0.01268709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106511558427955,"score_gpt":0.4447390847118619,"score_spread":0.3340879288690664,"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."}}