{"id":"W4322744955","doi":"10.2147/ceor.s397671","title":"Comprehensive Custom-Pak® in Cataract and Vitreoretinal Surgery in Canadian Hospitals: Time and Budget Impact Analysis","year":2023,"lang":"en","type":"article","venue":"ClinicoEconomics and Outcomes Research","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alcon (Canada); Kensington Health","funders":"","keywords":"Medicine; Cataract surgery; Operations management; Medical emergency; Surgery; Engineering","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":[0.005251522,0.0001357634,0.0006176377,0.001999673,0.0005013278,0.00007705512,0.00007965511,0.0002346444,0.0001483553],"category_scores_gemma":[0.0008745639,0.000122723,0.00006258141,0.000932385,0.0001380375,0.0001528539,0.0001205613,0.0007580866,0.0000991351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003178602,"about_ca_system_score_gemma":0.001270449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.304687,"about_ca_topic_score_gemma":0.4121344,"domain_scores_codex":[0.9971733,0.0007586862,0.0007470602,0.0004177312,0.00009616112,0.0008070521],"domain_scores_gemma":[0.9943967,0.00462894,0.00008036746,0.0002311874,0.0001601528,0.0005025979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002282676,0.00001015881,0.9939076,0.00004692331,0.00004159353,0.00001676753,0.001088443,0.0004786061,0.000001281261,0.0001049099,0.0004125829,0.003868346],"study_design_scores_gemma":[0.000345461,0.00003223918,0.9074987,0.00003240182,0.00000827912,5.952523e-7,0.001224177,0.08976407,1.580589e-7,0.0001114385,0.0008709312,0.0001115235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921741,0.000237324,0.000001062871,0.006610909,0.00007563229,0.000485393,0.0001422545,0.00001295649,0.0002603199],"genre_scores_gemma":[0.9946238,0.00400629,0.0001083457,0.0004345496,0.00003916217,0.00004601829,0.0002512486,0.00001854295,0.0004720366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074473,"threshold_uncertainty_score":0.6999431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281274268128738,"score_gpt":0.5417005292994408,"score_spread":0.413573102486567,"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."}}