{"id":"W4391847123","doi":"10.4103/sjg.sjg_49_24","title":"Do not confuse movement for progress: The saga of urgent colonoscopies in lower gastro-intestinal bleeding","year":2024,"lang":"en","type":"article","venue":"Saudi Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Gastro-; General surgery; Intensive care medicine; Colonoscopy; Internal medicine; Colorectal cancer; Reflux; 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":[0.01236833,0.0006024899,0.001218489,0.001511621,0.003590657,0.008300617,0.002199558,0.01530137,0.004282279],"category_scores_gemma":[0.07475157,0.0006375773,0.0009613434,0.001221981,0.01137525,0.01235087,0.003657172,0.03488009,0.002445032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003345537,"about_ca_system_score_gemma":0.005474117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003237626,"about_ca_topic_score_gemma":0.006752332,"domain_scores_codex":[0.9888266,0.005590291,0.001297674,0.0009305963,0.002730338,0.0006243981],"domain_scores_gemma":[0.9543958,0.03252105,0.002882336,0.001329725,0.006235617,0.00263544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000165586,0.00003813482,0.0009942125,0.001044635,0.00007240078,0.0008686201,0.002501513,0.00009110387,0.0001569363,0.0273542,0.8710837,0.09562902],"study_design_scores_gemma":[0.0000910921,0.0001444909,0.001582719,0.005181896,0.0001067853,0.003099989,0.002898224,0.0002897865,0.0002209903,0.04456976,0.9416905,0.0001238947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005428516,0.05200487,0.0006847765,0.9001682,0.04400338,0.000007747972,0.00002746876,0.00003112322,0.002529658],"genre_scores_gemma":[0.0168563,0.0606989,0.001161024,0.6821542,0.2361952,0.00003480196,0.00005073018,0.0001427011,0.002706209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01530137,"threshold_uncertainty_score":0.06541079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02972057454191517,"score_gpt":0.3028767871450427,"score_spread":0.2731562126031275,"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."}}