{"id":"W4403058025","doi":"10.1055/s-0044-1789656","title":"Mensch-Maschine-Interaktion: Einfluss künstlicher Intelligenz auf das diagnostische Vertrauen von Endoskopikern bei der Beurteilung des Barrett-Ösophagus","year":2024,"lang":"de","type":"article","venue":"Zeitschrift für Gastroenterologie","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Gynecology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001196532,0.001705612,0.00165219,0.0007483848,0.0005756868,0.0008775657,0.001130169,0.0006730049,0.003199519],"category_scores_gemma":[0.001160762,0.001409008,0.001106708,0.0008163842,0.00109199,0.0009578879,0.0009873086,0.002934806,0.006517162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195848,"about_ca_system_score_gemma":0.0007198443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001027942,"about_ca_topic_score_gemma":0.000546718,"domain_scores_codex":[0.9898917,0.0008428842,0.001634882,0.002420151,0.001723926,0.003486461],"domain_scores_gemma":[0.9948519,0.0009361428,0.0002517814,0.001657435,0.0004772775,0.001825475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008305009,0.003064536,0.6748102,0.00452559,0.02715977,0.04711175,0.004938104,0.0003491421,0.001154777,0.002367741,0.05899108,0.1672223],"study_design_scores_gemma":[0.03283669,0.05851764,0.2856906,0.01960042,0.02845551,0.00170817,0.001583335,0.01284237,0.08076105,0.00135513,0.4719274,0.00472165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1247956,0.8441306,0.002754165,0.01151872,0.007851582,0.003220997,0.0007649695,0.001293363,0.003669959],"genre_scores_gemma":[0.9661934,0.0229009,0.001156972,0.002473463,0.003912081,0.0005931684,0.0006260113,0.0003521249,0.001791917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8413978,"threshold_uncertainty_score":0.9995691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03046351124575902,"score_gpt":0.360015209074059,"score_spread":0.3295516978283,"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."}}