{"id":"W3123826157","doi":"10.1097/ico.0000000000002639","title":"Surgeon Preferences for Endothelial Keratoplasty in Canada","year":2021,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ophthalmology; Medicine; Optometry","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":[0.00006835855,0.00007360396,0.0001879844,0.00002332137,0.00002587527,0.000007647755,0.0000271244,0.00003011522,0.0004355719],"category_scores_gemma":[0.000245683,0.00006741127,0.0000463211,0.000131077,0.0000117858,0.00002483178,0.00001407571,0.00007206261,0.000005423872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009750573,"about_ca_system_score_gemma":0.002530497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3170846,"about_ca_topic_score_gemma":0.9440058,"domain_scores_codex":[0.9993544,0.00001975421,0.0001532025,0.0001732664,0.0001024031,0.0001969417],"domain_scores_gemma":[0.9994897,0.0002217691,0.00002381093,0.000120911,0.00006158015,0.00008218528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003052162,0.00007838239,0.9504015,0.00008277546,0.00001651149,0.0001708762,0.00005656531,0.00001654096,0.0007188927,0.000211721,0.008187277,0.03975378],"study_design_scores_gemma":[0.003291271,0.0001137164,0.7498303,0.000150052,0.00004481678,0.00007036878,0.0009907628,0.0006408579,0.01901343,0.000962949,0.2245661,0.0003253299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941893,0.0003667124,0.00004984812,0.0003965077,0.0004335249,0.0001524445,0.00004662581,0.00001214992,0.00435291],"genre_scores_gemma":[0.9981468,0.00004647965,0.00004860386,0.0006103123,0.00005647065,0.0000309697,0.00005968397,0.000007136706,0.0009935128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6269213,"threshold_uncertainty_score":0.687463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02383456446270617,"score_gpt":0.2372240323023319,"score_spread":0.2133894678396257,"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."}}