{"id":"W4405209114","doi":"10.1177/22925503241300352","title":"The Absence of Emergency Dermatology Consultation Services in Ontario Hospitals","year":2024,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Dermatological diseases and infestations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Dermatology; Medicine; Family medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006650928,0.0000620061,0.0001619121,0.00007678731,0.0000314812,0.00001059566,0.00003174797,0.0000359326,0.0003088792],"category_scores_gemma":[0.001084173,0.00003982256,0.00006647895,0.0001981567,0.00004534671,0.00006501742,0.00001143911,0.00008288341,0.00007968846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002202104,"about_ca_system_score_gemma":0.0001824411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405432,"about_ca_topic_score_gemma":0.00488078,"domain_scores_codex":[0.9992958,0.00002444808,0.0003386811,0.0001059977,0.0001041082,0.0001310035],"domain_scores_gemma":[0.993488,0.006283136,0.000044575,0.0000794951,0.00005851474,0.00004633023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000404659,0.00005634876,0.9935175,0.0003241644,0.00003544235,0.0002040395,0.000389134,0.00001532989,0.00009423465,0.002216563,0.001846971,0.001259798],"study_design_scores_gemma":[0.00007354486,0.00001066443,0.9935598,0.0002081932,0.00002455342,0.00004213197,0.0002432729,0.001624107,0.00003989069,0.0006078373,0.003519092,0.00004686631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995755,0.001225541,0.00008367778,0.0004108134,0.001747575,0.00007487445,0.000007615362,0.0000280844,0.0006667826],"genre_scores_gemma":[0.9994816,0.0003135472,0.00001477238,0.00002713898,0.00001043096,0.00002279295,0.00002958888,0.000004451374,0.00009573351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006258688,"threshold_uncertainty_score":0.3382011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032922171253356,"score_gpt":0.2739867826206875,"score_spread":0.2536575609081539,"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."}}