{"id":"W4403980595","doi":"10.1007/s11606-024-09086-x","title":"Rising to the Challenge of Rare Diagnoses","year":2024,"lang":"en","type":"review","venue":"Journal of General Internal Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Medical diagnosis; MEDLINE; Family medicine; Intensive care medicine; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003448363,0.0007800544,0.00245497,0.005084754,0.0005311539,0.002228232,0.001409703,0.003310967,0.004571212],"category_scores_gemma":[0.01054891,0.0003781753,0.001177186,0.002825312,0.001802186,0.004418651,0.001856754,0.004980469,0.001446325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707776,"about_ca_system_score_gemma":0.003317567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002584457,"about_ca_topic_score_gemma":0.005466363,"domain_scores_codex":[0.9985721,0.0004901399,0.0002031497,0.0001597227,0.0004954052,0.00007940806],"domain_scores_gemma":[0.9859188,0.01042854,0.001070931,0.0001686232,0.001916518,0.0004965805],"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":[0.0000679558,0.0000313084,0.0005497409,0.02238267,0.0002109752,0.0003762711,0.0001290596,0.0002940489,0.0002541989,0.007097461,0.07561667,0.8929898],"study_design_scores_gemma":[0.00004909554,0.00007505226,0.00202711,0.0417819,0.0003996808,0.003662806,0.0004012482,0.0002523218,0.0001061373,0.009277883,0.9419053,0.00006148224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003989756,0.996931,0.0001148902,0.002139553,0.0004247171,0.000001375165,0.000008201901,0.000004910787,0.0003354177],"genre_scores_gemma":[0.0007114682,0.9950718,0.0002204593,0.002131897,0.001666498,0.000003159392,0.00002203888,0.000002560447,0.0001699892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005084754,"threshold_uncertainty_score":0.01823694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3439695890741533,"score_gpt":0.5330931418898849,"score_spread":0.1891235528157316,"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."}}