{"id":"W3172751826","doi":"10.1093/ecco-jcc/jjab076.735","title":"P614 A strategy to solve complexity of physician diagnosis using a mixture of Patient Reports and Provider Reports: A Case Study of Crohn’s Disease Phenotypes","year":2021,"lang":"en","type":"article","venue":"Journal of Crohn s and Colitis","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Phenotype; Crohn's disease; Disease; Demographics; Medical record; Family medicine; Internal medicine; Biology; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01677763,0.0006006552,0.0004024457,0.004438504,0.002194352,0.00277523,0.001310469,0.001719322,0.001882636],"category_scores_gemma":[0.06141348,0.0006447259,0.0006664288,0.003335493,0.001636841,0.002917705,0.00266137,0.002310547,0.0004841143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677758,"about_ca_system_score_gemma":0.002049041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006575705,"about_ca_topic_score_gemma":0.006243614,"domain_scores_codex":[0.9835638,0.009557845,0.002055574,0.00131206,0.002564854,0.0009458202],"domain_scores_gemma":[0.9586399,0.02397423,0.007614343,0.003297902,0.004694846,0.001778771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001791082,0.0003088365,0.8208608,0.0001875481,0.00006308431,0.1283082,0.01306037,0.000352246,0.001313005,0.002419819,0.003727121,0.02921974],"study_design_scores_gemma":[0.0001006481,0.0006997272,0.2472701,0.001504354,0.0002176522,0.6581079,0.03839965,0.01295087,0.006204604,0.004887938,0.02945066,0.0002059398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651841,0.00107201,0.01771313,0.007545467,0.000207893,0.0005364565,0.0003831579,0.00008910774,0.007268765],"genre_scores_gemma":[0.9850901,0.000435973,0.01251542,0.0009773704,0.0001912225,0.0001274951,0.0001973513,0.00005627859,0.0004087756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01677763,"threshold_uncertainty_score":0.08872968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784405671118169,"score_gpt":0.271110664788225,"score_spread":0.2532666080770433,"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."}}