{"id":"W3160267264","doi":"10.1136/flgastro-2021-101805","title":"Inflammatory bowel disease clinical service recovery during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Frontline Gastroenterology","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Crohn's and Colitis UK","keywords":"Medicine; Internal medicine; Disease; Risk assessment; Montreal Cognitive Assessment; Vascular disease; Dementia","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":[0.0009656515,0.0003505014,0.0006431529,0.0001147528,0.0001927245,0.00003401171,0.0003941248,0.0002187256,0.0004636856],"category_scores_gemma":[0.003831452,0.000273415,0.0003968473,0.0001273611,0.0002601699,0.0001405355,0.0004703078,0.0008280902,0.0001950395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578917,"about_ca_system_score_gemma":0.0009050196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004919855,"about_ca_topic_score_gemma":0.0008775735,"domain_scores_codex":[0.9962627,0.000958071,0.0008805506,0.0007834248,0.0003557882,0.0007594512],"domain_scores_gemma":[0.9961126,0.0009012048,0.0002799427,0.001265006,0.0001964748,0.001244721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006953836,0.0002634825,0.9783768,0.0007052501,0.0003275949,0.002389787,0.00008311225,0.000398389,0.0006205212,0.00001014319,0.009761285,0.0001097902],"study_design_scores_gemma":[0.008262779,0.0005089112,0.9667172,0.0000868105,0.0004115941,0.001294452,0.0000521474,0.0005861156,0.00001727528,0.0001758306,0.02173093,0.000155986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245712,0.0005526347,0.001743775,0.07102109,0.001113473,0.0006301531,0.00006258817,0.0002564151,0.00004864937],"genre_scores_gemma":[0.8337448,0.000360405,0.0006951853,0.161948,0.001762904,0.0001196326,0.0002254749,0.00007661543,0.001067004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09092692,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339698971229688,"score_gpt":0.3220834319910604,"score_spread":0.2986864422787635,"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."}}