{"id":"W4220833575","doi":"10.3390/jcm11071950","title":"Delayed Topographical and Refractive Changes Following Corneal Cross-Linking for Keratoconus","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Keratometer; Keratoconus; Medicine; Ophthalmology; Corneal topography; Aberrations of the eye; Coma (optics); Visual acuity; Cornea; Subjective refraction; Spherical aberration; Refractive error; Optics; Lens (geology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006084957,0.0001981697,0.0003191862,0.0007047646,0.0004301206,0.000463021,0.0002273644,0.0003037621,0.0008569991],"category_scores_gemma":[0.002064239,0.0001139047,0.000368034,0.0005946137,0.0003161429,0.0003964249,0.0003772376,0.0003838862,0.0001606236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003782562,"about_ca_system_score_gemma":0.0003872636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684461,"about_ca_topic_score_gemma":0.002074923,"domain_scores_codex":[0.9997346,0.00004440256,0.00003864323,0.00004221116,0.00007243347,0.00006777307],"domain_scores_gemma":[0.997305,0.0003089166,0.001811453,0.00007725589,0.0002190923,0.000278129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000301385,0.00004883331,0.9949066,0.00002159168,0.00001920539,0.0004523218,0.00007763894,0.00003790711,0.0007735171,0.000007195512,0.00002900876,0.003324716],"study_design_scores_gemma":[0.000004573484,0.0003727573,0.9973157,0.000007447039,0.00002084938,0.001818907,0.00009543671,0.00005023217,0.0002046259,0.0000101486,0.00009634075,0.000003011755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993733,0.0003609498,0.00003897566,0.00001121462,0.000002230806,0.000004343791,0.00004932152,0.000002001845,0.0001577777],"genre_scores_gemma":[0.9997115,0.0000900855,0.00003067233,0.000007816928,0.000007866172,0.000002709712,0.0001030687,6.421411e-7,0.00004567667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001684461,"threshold_uncertainty_score":0.003349364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08857304965734336,"score_gpt":0.4527135012947289,"score_spread":0.3641404516373855,"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."}}