{"id":"W2271096097","doi":"10.1016/j.jcjo.2015.09.017","title":"Focal cross-linking: description of a novel technique for localizing collagen cross-linking","year":2016,"lang":"en","type":"letter","venue":"Canadian Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Keratoconus; Corneal collagen cross-linking; Ophthalmology; Cornea; Medicine; Ultraviolet a; Riboflavin; Chemistry; Dermatology; Food science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.000556398,0.000607211,0.0002527396,0.0007854297,0.0004922424,0.0007464461,0.0009288024,0.002088373,0.001777726],"category_scores_gemma":[0.0004727048,0.0003852483,0.0005905922,0.0002805606,0.0008870655,0.001373854,0.0006345272,0.002320445,0.001027761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559754,"about_ca_system_score_gemma":0.0004411995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006804402,"about_ca_topic_score_gemma":0.001982401,"domain_scores_codex":[0.9997855,0.0000337778,0.0000232787,0.00004762316,0.000062666,0.00004723457],"domain_scores_gemma":[0.9997231,0.0001221989,0.00004065385,0.00004682766,0.00002656916,0.00004059017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002190421,0.000245102,0.0009304307,0.000741197,0.00005197723,0.01657334,0.0002507791,0.000354928,0.8892838,0.005766324,0.007070187,0.07851301],"study_design_scores_gemma":[0.000219543,0.002080627,0.006113559,0.0001518003,0.0001601423,0.1662146,0.0002072419,0.003408866,0.6432768,0.004551538,0.173416,0.0001992365],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.265862,0.08220508,0.5677835,0.02489872,0.004783297,0.001957952,0.0007169122,0.002305637,0.04948689],"genre_scores_gemma":[0.4758478,0.0334937,0.4596804,0.008103947,0.002790888,0.001053444,0.0005056945,0.0002918323,0.01823237],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002088373,"threshold_uncertainty_score":0.005947113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07811279609773335,"score_gpt":0.331967980376259,"score_spread":0.2538551842785256,"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."}}