{"id":"W2547815770","doi":"10.1097/ico.0000000000001066","title":"Impact of Surgical Learning Curve in Descemet Membrane Endothelial Keratoplasty on Visual Acuity Gain","year":2016,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Visual acuity; Medicine; Descemet membrane; Ophthalmology; Learning curve; Surgery; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001381677,0.000209375,0.0002083683,0.0007133958,0.0002231211,0.0006553406,0.0003202873,0.0003684114,0.002698753],"category_scores_gemma":[0.01802632,0.00009045395,0.0003944566,0.0004362151,0.0003363194,0.0007995242,0.0006758535,0.0004796105,0.0003248484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175661,"about_ca_system_score_gemma":0.0007229813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008060852,"about_ca_topic_score_gemma":0.0008302693,"domain_scores_codex":[0.9987339,0.0002400984,0.0001806827,0.0001782496,0.0004290774,0.0002379581],"domain_scores_gemma":[0.9811389,0.007542586,0.006257044,0.000655706,0.001070971,0.003334791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000726488,0.0002335225,0.9759469,0.00002108446,0.00003038354,0.0002064088,0.00006482305,0.0005085451,0.000416568,0.00003225453,0.0001305381,0.02168248],"study_design_scores_gemma":[0.00001259014,0.001439606,0.9951858,0.00001779343,0.00001553296,0.001338286,0.0001336772,0.001089067,0.0004422826,0.00006054993,0.0002543555,0.00001042794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987093,0.0002632593,0.0002528782,0.00006347988,0.000007790392,0.00001158669,0.00007643695,0.000008476398,0.0006068466],"genre_scores_gemma":[0.9996681,0.00006212611,0.00009271746,0.00001136615,0.000007615432,0.000004325731,0.00006743699,0.000002763066,0.00008354768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002698753,"threshold_uncertainty_score":0.009028196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330137213651706,"score_gpt":0.3130660894366422,"score_spread":0.2897647173001252,"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."}}