{"id":"W3046163445","doi":"10.1016/j.ophtha.2020.06.040","title":"Re: Zafar et al.: Prescribing patterns and costs associated with postoperative eye drop use in Medicare beneficiaries undergoing cataract surgery (Ophthalmology. 2020:127:573-581)","year":2020,"lang":"en","type":"letter","venue":"Ophthalmology","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Novartis","keywords":"Medicine; Endophthalmitis; Moxifloxacin; Ophthalmology; Cataract surgery; Eye drop; Visual acuity; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003253332,0.0008116517,0.001704845,0.0004410929,0.0002476473,0.0001081698,0.0001503203,0.001127714,0.0005182134],"category_scores_gemma":[0.00138477,0.0006929152,0.0002089698,0.0004546859,0.0002491282,0.0002751616,0.0002106923,0.002694417,0.00002613054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005825004,"about_ca_system_score_gemma":0.000636632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003701995,"about_ca_topic_score_gemma":0.001078213,"domain_scores_codex":[0.99567,0.0009602286,0.0007143609,0.001303604,0.0004787045,0.0008730755],"domain_scores_gemma":[0.9961072,0.00239597,0.0004561754,0.0005897438,0.0002351996,0.0002156911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001983798,0.0002517347,0.7712207,0.0001242939,0.00112283,0.1763113,0.0002781946,0.000005514782,0.00001784268,0.000004897813,0.05035273,0.000111621],"study_design_scores_gemma":[0.005087011,0.003539601,0.9267102,0.004199338,0.001370089,0.04351744,0.0006518883,0.0001048873,0.0001026828,0.00005767919,0.0129576,0.001701536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7288492,0.0005022542,0.000004973248,0.2684045,0.0004067717,0.0007651132,0.0004217552,0.00006911469,0.0005763773],"genre_scores_gemma":[0.850265,0.0002821596,0.00008268169,0.1420164,0.0001916446,0.0001213816,0.006362846,0.0001600796,0.0005178644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1554896,"threshold_uncertainty_score":0.9996064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03975482677154051,"score_gpt":0.2976898134164583,"score_spread":0.2579349866449178,"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."}}