{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049324,0.0001432958,0.0001447402,0.001160958,0.002875272,0.001386068,0.0006640516,0.0004328412,0.005853364],"category_scores_gemma":[0.007537501,0.0001970416,0.0002572288,0.002740754,0.0009350539,0.0003792354,0.0007469719,0.0006131325,0.0002298889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0229619,"about_ca_system_score_gemma":0.06068281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.975888,"about_ca_topic_score_gemma":0.9903502,"domain_scores_codex":[0.9976319,0.000186022,0.0001639492,0.0001762759,0.001215311,0.0006264362],"domain_scores_gemma":[0.9883385,0.00108457,0.00218309,0.0001172267,0.004077763,0.004198952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007643874,0.00006145119,0.9645694,0.0001095948,0.00003105819,0.0002534566,0.003402468,0.0001887987,0.0004550802,0.0004174665,0.007860997,0.02257388],"study_design_scores_gemma":[0.00001252758,0.00005407902,0.9795306,0.0001453156,0.00001334547,0.0003033542,0.01137487,0.0003424965,0.0001024774,0.00009178068,0.008001911,0.00002723819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975298,0.001175059,0.0001930998,0.007424605,0.00007797391,0.00006953966,0.00184544,0.00001834758,0.0138978],"genre_scores_gemma":[0.9963328,0.000935448,0.0002747234,0.0009321771,0.00001463847,0.00001666208,0.0003620762,0.000007017563,0.001124444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02411205,"threshold_uncertainty_score":0.166601,"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."}}