{"id":"W4253625561","doi":"10.1177/0194599813495815a272","title":"Acute Dacryocystitis with Empyema of the Lacrimal Sac: Is Immediate Endoscopic Dacryocystorhinostomy Justified?","year":2013,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Nasolacrimal Duct Obstruction Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Surgery; Lacrimal sac; Dacryocystitis; Perioperative; Dacryocystorhinostomy; Cohort; Empyema; Referral; General surgery","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":[0.002029555,0.0001941726,0.0007015429,0.0003032387,0.0002658181,0.0006763606,0.0003372931,0.0009917925,0.00110069],"category_scores_gemma":[0.0071415,0.0001323004,0.00032998,0.0003320486,0.0006304375,0.0008263561,0.0002537721,0.0003949755,0.0001852616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781668,"about_ca_system_score_gemma":0.0003595621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002098309,"about_ca_topic_score_gemma":0.0004349772,"domain_scores_codex":[0.9993419,0.0002257149,0.00009616159,0.00008262591,0.0001500881,0.0001035368],"domain_scores_gemma":[0.9949503,0.002439768,0.001719819,0.0001898697,0.0002898129,0.0004105608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00193771,0.0002043803,0.9523352,0.0001842516,0.00007604017,0.004121287,0.00009890183,0.00008294112,0.001535718,0.00005736568,0.0001731111,0.03919318],"study_design_scores_gemma":[0.0003230052,0.004999929,0.9580023,0.0003294541,0.0002272051,0.03231498,0.0007577792,0.0007153339,0.0009441152,0.0001170025,0.001245316,0.00002372076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941711,0.004793321,0.0001726639,0.0002596906,0.00002384231,0.00001855174,0.00002496143,0.000003473006,0.0005324099],"genre_scores_gemma":[0.998444,0.001020832,0.0002077317,0.00008890749,0.0001546337,0.000007040325,0.00003510086,0.000001164878,0.00004063364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002029555,"threshold_uncertainty_score":0.01073343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007310400948153187,"score_gpt":0.2342780807490906,"score_spread":0.2269676798009374,"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."}}