{"id":"W4399428939","doi":"10.1038/s41598-024-63753-x","title":"Gastroenterologist and surgeon perceptions of recommendations for optimal endoscopic localization of colorectal neoplasms","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; George & Fay Yee Centre for Healthcare Innovation; CancerCare Manitoba; University of Manitoba","funders":"Department of Surgery, University of Manitoba","keywords":"Medicine; General surgery; Gastroenterology; Internal medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02447476,0.0002550076,0.0004021962,0.001380159,0.003838994,0.004051941,0.0009464939,0.001528694,0.00219539],"category_scores_gemma":[0.07609124,0.0004004705,0.000456934,0.001183139,0.003289996,0.00117103,0.002420976,0.001841187,0.0002480439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082603,"about_ca_system_score_gemma":0.02333416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1759229,"about_ca_topic_score_gemma":0.2366617,"domain_scores_codex":[0.9763082,0.01351785,0.001851321,0.0008886042,0.004734647,0.002699348],"domain_scores_gemma":[0.9175974,0.0470156,0.01200053,0.001079618,0.01221479,0.01009207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005352766,0.0002985465,0.2569843,0.0009030089,0.0000890564,0.001325915,0.6781176,0.0004559741,0.0016804,0.001311826,0.006438655,0.05185937],"study_design_scores_gemma":[0.0001189009,0.0005634646,0.184336,0.0007017246,0.00006708217,0.0007375025,0.7924758,0.0006305745,0.0003313913,0.0005230659,0.01935597,0.0001585219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839202,0.0007634791,0.000793954,0.007347676,0.00008522202,0.0001595139,0.000120729,0.00001820739,0.006791058],"genre_scores_gemma":[0.9952099,0.0006256464,0.001680347,0.001607192,0.00003377313,0.00008305444,0.00006530555,0.000008735927,0.0006861422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1759229,"threshold_uncertainty_score":0.3497979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745205674031751,"score_gpt":0.2936485186642524,"score_spread":0.2761964619239349,"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."}}