{"id":"W3128515318","doi":"10.1111/apt.16245","title":"Editorial: the microscope holds the key to predict need for biologic therapy in immunotherapy‐checkpoint inhibitory colitis. Authors' reply","year":2021,"lang":"en","type":"editorial","venue":"Alimentary Pharmacology & Therapeutics","topic":"Microscopic Colitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Immunotherapy; Colitis; Key (lock); Cancer research; Internal medicine; Cancer; Computer science","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"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002752365,0.001135591,0.001575723,0.0003073064,0.0005568047,0.0001603994,0.00144481,0.001662285,0.0006293305],"category_scores_gemma":[0.00002790543,0.0007649184,0.0006582418,0.0006948047,0.0007702656,0.00009978272,0.0004374912,0.003110424,0.00003606866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237394,"about_ca_system_score_gemma":0.002308967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001144603,"about_ca_topic_score_gemma":0.000200615,"domain_scores_codex":[0.9929745,0.001448049,0.001626333,0.00146165,0.0009899352,0.001499535],"domain_scores_gemma":[0.9935645,0.003275346,0.0006072527,0.001542601,0.0007397863,0.0002705227],"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":[0.004792798,0.000552296,0.0002090667,0.00008458785,0.005884849,0.00003844422,0.002173271,0.000004886923,0.177102,0.000003771365,0.8082218,0.0009322605],"study_design_scores_gemma":[0.009784104,0.002843859,0.0003085017,0.0002343807,0.002845632,0.00002302915,0.0004997619,0.0000120823,0.04235789,0.0000802881,0.9403678,0.0006427049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02998712,0.01466639,0.00001979086,0.02744327,0.9184051,0.008145552,0.001092368,0.0001619482,0.0000784283],"genre_scores_gemma":[0.0009901137,0.01501101,0.0003518103,0.06870555,0.9079781,0.002877733,0.001494352,0.0002861288,0.002305207],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1347441,"threshold_uncertainty_score":0.9996338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565205588129885,"score_gpt":0.3445678806241511,"score_spread":0.3189158247428522,"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."}}