{"id":"W4388509535","doi":"10.58931/cibdt.2023.1316","title":"Bringing STRIDE2 to Life in Clinical Practice","year":2023,"lang":"en","type":"article","venue":"Canadian IBD Today","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Medicine; Ulcerative colitis; Quality of life (healthcare); Inflammatory bowel disease; Disease; Clinical trial; Intensive care medicine; Crohn's disease; Compassionate Use; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0005981825,0.00009395762,0.00009330234,0.0001607459,0.00005291654,0.00002864008,0.0001772097,0.0001214405,0.0000498927],"category_scores_gemma":[0.003200437,0.0001144329,0.00005613326,0.0002290619,0.00002428638,0.000005138924,0.00006109314,0.0001126874,0.000615367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005960949,"about_ca_system_score_gemma":0.001078472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007712481,"about_ca_topic_score_gemma":0.1191813,"domain_scores_codex":[0.9988546,0.00008953088,0.0002560964,0.0003027517,0.00008609599,0.000410939],"domain_scores_gemma":[0.9986504,0.00003406623,0.00003474563,0.0003293568,0.00005721488,0.0008941887],"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":[0.0003294803,0.00006605142,0.3224888,0.00005790966,0.0001404467,0.007103472,0.0003960238,0.00204846,0.004672107,0.001258707,0.643066,0.01837247],"study_design_scores_gemma":[0.0002844108,0.00002836112,0.4723987,0.00001339078,0.000007085683,0.00000447401,0.0001371758,0.00009251788,0.0001668339,0.00001401947,0.5266802,0.0001729098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880633,0.00005679434,0.00001649517,0.002306981,0.0003777794,0.0001932688,0.00003673248,0.00002101674,0.00892767],"genre_scores_gemma":[0.9908931,0.00002133536,0.0001831844,0.007009192,0.0004104248,0.00002220304,0.00006114973,0.00002583147,0.001373604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1499098,"threshold_uncertainty_score":0.9988952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726187016145777,"score_gpt":0.3053060382631558,"score_spread":0.2880441681016981,"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."}}