{"id":"W4285987690","doi":"10.1093/dote/doac038","title":"Identifying a core symptom set triggering radiological and endoscopic investigations for suspected recurrent esophago-gastric cancer: a modified Delphi consensus process","year":2022,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Asymptomatic; Radiological weapon; Dysphagia; Esophageal cancer; Delphi method; Cancer; Endoscopy; General surgery; Surgery; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2443833,0.001431626,0.001306028,0.00505443,0.003338255,0.002881241,0.002812843,0.002300269,0.001995622],"category_scores_gemma":[0.1744439,0.001211119,0.00243109,0.002568006,0.005381606,0.004040729,0.01111583,0.002937261,0.0005965568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005927202,"about_ca_system_score_gemma":0.02212964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002228131,"about_ca_topic_score_gemma":0.002279985,"domain_scores_codex":[0.7289045,0.2294649,0.02009949,0.004126924,0.01262869,0.004775587],"domain_scores_gemma":[0.8315371,0.1005821,0.01095443,0.007210814,0.04447708,0.005238403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002821842,0.001439203,0.06863002,0.0116678,0.00093664,0.001967889,0.578319,0.007460644,0.02145795,0.02371777,0.01910212,0.2624792],"study_design_scores_gemma":[0.001852394,0.007135349,0.1207096,0.01506325,0.0009626431,0.004066951,0.6070536,0.05909082,0.01423561,0.08218053,0.08598859,0.001660599],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7313688,0.001645977,0.1569439,0.0146945,0.0006526256,0.07622384,0.0005535076,0.0002025538,0.0177144],"genre_scores_gemma":[0.7595899,0.0008186703,0.1999303,0.002090616,0.0001434908,0.03611485,0.0003603458,0.00004329378,0.0009084932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443833,"threshold_uncertainty_score":0.9318099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07988975488972014,"score_gpt":0.3694330795952374,"score_spread":0.2895433247055172,"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."}}