{"id":"W2949084087","doi":"10.11575/prism/36627","title":"Forecasting the Future: A Trek through the Changing Landscape of Inflammatory Bowel Disease","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflammatory bowel disease; Medicine; Geography; Disease; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000347017,0.00029819,0.0001949561,0.00003869341,0.0002306669,0.0001157775,0.001028976,0.0002078327,0.0002899993],"category_scores_gemma":[0.00007990663,0.0001873013,0.0002168012,0.00008848671,0.00006120506,0.00001410474,0.0002567752,0.0001983932,0.0000551683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001091684,"about_ca_system_score_gemma":0.0004870359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004871502,"about_ca_topic_score_gemma":0.0001936055,"domain_scores_codex":[0.9985579,0.0001222111,0.0003461318,0.0004250062,0.0002375688,0.0003111789],"domain_scores_gemma":[0.9984695,0.00002788103,0.0004435013,0.0008619495,0.0001273111,0.000069863],"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":[0.05245769,0.001772806,0.1223544,0.009370845,0.008700586,0.002309495,0.1620075,0.007892009,0.0667875,0.002344785,0.08168132,0.4823211],"study_design_scores_gemma":[0.006729681,0.0004204701,0.1773375,0.002066165,0.002676155,0.00004675716,0.1204457,0.005027207,0.04239763,0.0004861508,0.638382,0.00398455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827034,0.001829988,0.000007498864,0.0001036649,0.0007226819,0.001206235,0.0001470881,0.000001224843,0.01327822],"genre_scores_gemma":[0.9787632,0.0001255167,0.0001226913,0.0001377623,0.001055124,0.0001660961,0.002768845,0.00008316492,0.01677756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5567006,"threshold_uncertainty_score":0.7637924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345590522994041,"score_gpt":0.264529426850163,"score_spread":0.2510735216202226,"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."}}