{"id":"W3014834933","doi":"10.1097/ico.0000000000002325","title":"Posterior Corneal Surface Changes After Pterygium Excision Surgery","year":2020,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Keratometer; Medicine; Ophthalmology; Corneal topography; Astigmatism; Pterygium; Scheimpflug principle; Cornea; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001144678,0.0002500478,0.0005145802,0.00005183359,0.00005880042,0.00003440032,0.00006630577,0.0001137046,0.001251208],"category_scores_gemma":[0.0001106874,0.0002096206,0.0001996171,0.0002691589,0.00005782954,0.00009026644,0.00009726072,0.0001570229,0.001043186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004839687,"about_ca_system_score_gemma":0.00007831332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002400059,"about_ca_topic_score_gemma":0.00001003555,"domain_scores_codex":[0.9985911,0.00004854703,0.0002694359,0.0004502212,0.0002652018,0.0003755584],"domain_scores_gemma":[0.9988558,0.0002252984,0.00008411286,0.0003144137,0.00007894709,0.0004414413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006379687,0.0004097119,0.8771089,0.0003158223,0.0002034009,0.004992463,0.001157301,0.000003401394,0.007967865,0.000004606674,0.01716342,0.08429339],"study_design_scores_gemma":[0.001872219,0.000915885,0.8873397,0.000362499,0.0002972794,0.0004130232,0.00009987594,0.0003855047,0.01340947,0.00001478497,0.09429293,0.0005968783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903248,0.0009509358,0.00002687775,0.006954653,0.0005535843,0.0003192392,0.0000423305,0.0001773101,0.000650262],"genre_scores_gemma":[0.9919064,0.0001020733,0.00009161797,0.006543173,0.0004062816,0.00002374395,0.00007045172,0.00004271109,0.0008135402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08369651,"threshold_uncertainty_score":0.9997346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05073016856619963,"score_gpt":0.2607725594519757,"score_spread":0.2100423908857761,"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."}}