{"id":"W4410137920","doi":"10.21203/rs.3.rs-6398266/v1","title":"The Association Between Treatment Method, Microbiological Findings, and Visual Acuity in Endophthalmitis Patients: A Retrospective, Multi-Centered Study","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Endophthalmitis; Visual acuity; Medicine; Retrospective cohort study; Ophthalmology; Association (psychology); Optometry; Surgery; Psychology","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":[0.001286882,0.0003293024,0.0006170986,0.001323882,0.0006551261,0.00103021,0.0003986243,0.0007407979,0.001714894],"category_scores_gemma":[0.003791457,0.0004330552,0.0007723314,0.001565995,0.0005028308,0.000826016,0.0004951476,0.0006079835,0.0003354862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003336841,"about_ca_system_score_gemma":0.0004354205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895547,"about_ca_topic_score_gemma":0.001568137,"domain_scores_codex":[0.9982115,0.0005610247,0.0002854799,0.0004437929,0.0002923237,0.0002058462],"domain_scores_gemma":[0.995791,0.001142752,0.001759562,0.0004854997,0.0004566566,0.0003645198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004110014,0.00009728059,0.9981194,0.00001518778,0.0001090461,0.00005737442,0.00009336496,0.00001740383,0.0002247965,0.00001135369,0.00004132414,0.0008023756],"study_design_scores_gemma":[0.00002067655,0.0006182695,0.9980212,0.00001042673,0.0001041547,0.0003902768,0.0003857612,0.0001156517,0.000114215,0.00002547055,0.0001842656,0.000009618679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989067,0.0004480586,0.0001704417,0.00001534743,0.000006171914,0.00001128245,0.0002276537,0.000002041251,0.0002123142],"genre_scores_gemma":[0.9993906,0.0001168533,0.0001153258,0.00002881776,0.00001296521,0.00001322884,0.0002147871,0.000002930726,0.0001045189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001895547,"threshold_uncertainty_score":0.006805778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08942001163698376,"score_gpt":0.4740036252016054,"score_spread":0.3845836135646217,"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."}}