{"id":"W3136337769","doi":"10.1097/icl.0000000000000779","title":"Diagnoses and Outcomes of Prosthetic Replacement of the Ocular Surface Ecosystem Treatment—A Canadian Experience","year":2021,"lang":"en","type":"article","venue":"Eye & Contact Lens Science & Clinical Practice","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Scleral lens; Cornea; Ophthalmology; Photophobia; Keratoconus; Treatment modality; Corneal disease; Medical diagnosis; Visual acuity; Optometry; Surgery; Radiology","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":[0.0004099356,0.0003182316,0.0002536265,0.001043782,0.002228066,0.000832918,0.0006625298,0.0003651424,0.001783257],"category_scores_gemma":[0.002833839,0.0002214352,0.0003273202,0.002095944,0.0005769507,0.00032314,0.0006798581,0.0005228783,0.0001427089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008425127,"about_ca_system_score_gemma":0.01064572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7596478,"about_ca_topic_score_gemma":0.818564,"domain_scores_codex":[0.9990621,0.00004904439,0.0000574025,0.00009087405,0.0004676058,0.0002729829],"domain_scores_gemma":[0.9978763,0.0001483194,0.0007990621,0.00006428766,0.000636514,0.0004755008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004834956,0.0000367266,0.9906356,0.0000309121,0.00001839309,0.001164368,0.0005462365,0.00006784426,0.0002647255,0.0000669592,0.0004791352,0.006640832],"study_design_scores_gemma":[0.000007249694,0.00008473525,0.9909675,0.0000546277,0.00002053145,0.005304008,0.001815301,0.000207495,0.0001326617,0.00002892026,0.00136277,0.00001425227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956256,0.0009097425,0.00006756052,0.000203714,0.00001345334,0.00002238602,0.0004986323,0.000005200099,0.002653773],"genre_scores_gemma":[0.9986658,0.0006669066,0.00009928482,0.00004763047,0.000008231735,0.000004822979,0.0003182494,0.000002256229,0.0001869616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2403522,"threshold_uncertainty_score":0.4835353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04111534443326673,"score_gpt":0.3802976180314266,"score_spread":0.3391822735981599,"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."}}