{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003796083,0.00008368512,0.0001777727,0.000126009,0.000121505,0.00002664955,0.00002830731,0.0001022389,0.00002932947],"category_scores_gemma":[0.0009290982,0.00008202653,0.00004942272,0.0003110569,0.00001620856,0.00008310097,0.00002076636,0.00007928292,0.00004422115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007402024,"about_ca_system_score_gemma":0.00009554228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002305324,"about_ca_topic_score_gemma":0.00001482468,"domain_scores_codex":[0.9992535,0.00003256077,0.0002009888,0.0001488572,0.0001495629,0.0002145693],"domain_scores_gemma":[0.9992223,0.0004240362,0.0001084451,0.00009351829,0.00007177569,0.00007991765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000116352,0.00001752803,0.9655939,0.00007662488,0.0000779542,0.000002770115,0.0002097954,0.000003670349,0.002727125,0.0001196245,0.01304541,0.0180092],"study_design_scores_gemma":[0.001284322,0.0001115769,0.990944,0.00006298441,0.0001196931,0.000002321167,0.0001505215,0.002656325,0.001187798,0.0007835141,0.00259325,0.0001036733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997197,0.00006001053,0.0003035143,0.001093831,0.0001479738,0.000394891,0.00006844026,0.0005057675,0.0002286231],"genre_scores_gemma":[0.9983082,0.00006704462,0.00009242867,0.0001096783,0.0001753359,0.00004341333,0.0003913892,0.00001394105,0.0007985387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02535007,"threshold_uncertainty_score":0.3344945,"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."}}