{"id":"W4383873688","doi":"10.1097/ico.0000000000003347","title":"Association Between Indication for Descemet Stripping Automated Endothelial Keratoplasty and Rural Residency","year":2023,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzig Eye Institute; Dalhousie University","funders":"","keywords":"Ophthalmology; Medicine; Residency training; Association (psychology); Stripping (fiber); Optometry; Medical education; Psychology; Continuing education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002416609,0.0001304731,0.0001134105,0.0004071384,0.0005047396,0.0004422581,0.0002648977,0.0001715791,0.002684291],"category_scores_gemma":[0.001654173,0.00009828404,0.0001675631,0.0006277436,0.0004730426,0.0001961187,0.0003382454,0.0003672162,0.0001354615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225669,"about_ca_system_score_gemma":0.002594339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3499412,"about_ca_topic_score_gemma":0.4720918,"domain_scores_codex":[0.9997712,0.00002392285,0.00001847076,0.00004607671,0.00006162507,0.00007874956],"domain_scores_gemma":[0.9978212,0.0002197654,0.001135889,0.00006506302,0.0003412966,0.0004168549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001669912,0.000006828059,0.9991471,0.000007305395,0.00000763052,0.00004752934,0.00003451882,0.00002111021,0.00008596657,0.000008182457,0.00006821729,0.000548841],"study_design_scores_gemma":[0.000001114943,0.00001510186,0.999385,0.00000865551,0.000004766702,0.0001981743,0.0001864821,0.00006176103,0.0000204861,0.000005948051,0.0001112909,0.000001269223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990022,0.0001765937,0.0000610464,0.00009289034,0.000004273742,0.000004564023,0.0002404535,0.000002090248,0.0004159189],"genre_scores_gemma":[0.9995865,0.0001073769,0.00004847893,0.0000173216,0.000004250513,0.000002316776,0.0001156542,0.000001079669,0.0001170157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3499412,"threshold_uncertainty_score":0.6958086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962420555811157,"score_gpt":0.2971099467269326,"score_spread":0.267485741168821,"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."}}