{"id":"W2964633569","doi":"10.1097/sga.0000000000000484","title":"GASTROENTEROLOGY ENDOSCOPY: NOT JUST A PROCEDURAL FOCUS","year":2019,"lang":"en","type":"review","venue":"Gastroenterology Nursing","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endoscopy; Medicine; Gastroenterology; Internal medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002309939,0.0008383068,0.004533377,0.0006382592,0.00006164313,0.0000144619,0.0004019716,0.0005983513,0.0001066784],"category_scores_gemma":[0.0001543261,0.0007112925,0.001094604,0.0001967512,0.0005536194,0.00008797544,0.0001081245,0.001060553,0.0001626186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000402362,"about_ca_system_score_gemma":0.000280106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001319511,"about_ca_topic_score_gemma":0.00001128436,"domain_scores_codex":[0.9958618,0.0003961645,0.001254609,0.0009183523,0.0003313732,0.001237689],"domain_scores_gemma":[0.9977272,0.0001666271,0.0009065741,0.0007469421,0.0001755089,0.0002771479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006590015,0.001315039,0.02518384,0.05643727,0.003227221,0.0006203363,0.00152527,0.000002236661,0.0001177974,0.00007975633,0.01609993,0.8888013],"study_design_scores_gemma":[0.006528115,0.00928596,0.0005247235,0.2098653,0.01217141,0.004805055,0.0003991357,0.00002590148,0.0000824273,0.0000294492,0.7557331,0.0005494526],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002891827,0.9917523,0.0005312484,0.0008961502,0.001608859,0.001396258,0.0001138288,0.0001097372,0.0006997617],"genre_scores_gemma":[0.001487851,0.993195,0.002884088,0.0009173673,0.0007235431,0.0001109605,0.0002501274,0.0001435256,0.0002875626],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8882518,"threshold_uncertainty_score":0.9995338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180431844624143,"score_gpt":0.4515509591116812,"score_spread":0.2711191144875382,"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."}}