{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00189139,0.0002203379,0.000720547,0.00006179349,0.0002517685,0.00005445616,0.0002913565,0.0001110062,0.00007467505],"category_scores_gemma":[0.009735639,0.0001439101,0.0002546541,0.0005755362,0.0004844666,0.0005838331,0.0001376191,0.0002634599,0.00001425828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002313209,"about_ca_system_score_gemma":0.002936498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114281,"about_ca_topic_score_gemma":0.01313265,"domain_scores_codex":[0.9968144,0.0003852045,0.0009180563,0.0006507675,0.0007793642,0.000452148],"domain_scores_gemma":[0.9956154,0.001529493,0.0005314618,0.001211736,0.0007293094,0.0003826521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246892,0.0004953113,0.9888167,0.00003439409,0.0001077096,0.0001178791,0.0009170403,0.000005808271,0.007438243,0.0008360433,0.00001105458,0.001095158],"study_design_scores_gemma":[0.002092444,0.001802443,0.9040831,0.0002836992,0.0004974696,0.00005961198,0.005347127,0.0001503395,0.03234124,0.00001111134,0.05309398,0.0002373938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870186,0.0009143765,0.000008191893,0.008027832,0.000479939,0.0006991951,0.00002345266,0.00001461541,0.002813781],"genre_scores_gemma":[0.996528,0.0006900588,0.0005876693,0.001624933,0.00002486115,0.00001224493,0.000001818441,0.00001451205,0.0005158706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08473353,"threshold_uncertainty_score":0.9986058,"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."}}