{"id":"W6958582605","doi":"10.6084/m9.figshare.26689037.v1","title":"Additional file 1 of Introduction of a penicillin allergy de-labelling program with direct oral challenge and its effects on utilization of beta-lactam antimicrobials: a multicenter retrospective parallel cohort study","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Drug-Induced Adverse Reactions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Retrospective cohort study; Penicillin allergy; Cohort study; Multicenter study; Penicillin","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002680316,0.001033752,0.00136783,0.002189634,0.0009845757,0.001145269,0.001358544,0.001140037,0.7648933],"category_scores_gemma":[0.04631801,0.0006416402,0.001152777,0.004265299,0.0003154017,0.001654289,0.0008299921,0.0009811419,0.07409272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001123361,"about_ca_system_score_gemma":0.002176628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006543796,"about_ca_topic_score_gemma":0.008384631,"domain_scores_codex":[0.9979831,0.0005112016,0.0005872243,0.0004571814,0.0002672703,0.0001939201],"domain_scores_gemma":[0.9610394,0.02647002,0.005361655,0.002449149,0.003849891,0.0008299523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001876964,0.0003139059,0.01302204,0.00578201,0.0001847666,0.0001106207,0.0001463926,0.0004489253,0.00008362066,0.000991905,0.9622084,0.01483052],"study_design_scores_gemma":[0.03423739,0.002683503,0.2186106,0.01541813,0.001094081,0.001482256,0.001548631,0.003345092,0.001234358,0.01413351,0.7058023,0.0004100169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001097352,0.00004465772,0.0003202854,0.0001496222,0.00002693962,0.0005539384,0.996222,0.00009218106,0.001492935],"genre_scores_gemma":[0.05743795,0.0004932335,0.007962845,0.00163393,0.0003600248,0.02915786,0.8747002,0.000698095,0.02755572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7648933,"threshold_uncertainty_score":0.3353512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224959128115046,"score_gpt":0.2967545213373909,"score_spread":0.2645049300562405,"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."}}