{"id":"W2178027623","doi":"10.3791/53119","title":"Three Different Protocols of Corneal Collagen Crosslinking in Keratoconus: Conventional, Accelerated and Iontophoresis","year":2015,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Keratoconus; Iontophoresis; Corneal collagen cross-linking; Ophthalmology; Cornea; Medicine; Optical coherence tomography; Stroma; Penetration (warfare); Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004728942,0.0001528388,0.0006232212,0.0002085865,0.00003356315,0.00003653676,0.00008025279,0.00008971144,0.0001578155],"category_scores_gemma":[0.0001665462,0.0001191151,0.0001194593,0.00019829,0.00008296916,0.0001369185,0.00004690773,0.0001064168,0.000001490474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044666,"about_ca_system_score_gemma":0.0002640793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004421386,"about_ca_topic_score_gemma":0.0000142649,"domain_scores_codex":[0.9982672,0.00008115991,0.0008576763,0.000136641,0.0004778887,0.0001794069],"domain_scores_gemma":[0.9987412,0.00006739049,0.0004934572,0.0001098472,0.0003503503,0.0002377422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01696107,0.003006354,0.7716988,0.000199039,0.0003337944,0.0002700198,0.002449409,0.00001116418,0.1998344,0.00025451,0.00299273,0.001988658],"study_design_scores_gemma":[0.07120723,0.004669841,0.4858392,0.002891968,0.0001626437,0.0003504276,0.003233112,0.0009116957,0.4244229,0.001934651,0.003839705,0.0005366645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955004,0.0009260581,0.0001826854,0.00007850707,0.000111284,0.002968205,0.000002924178,0.000006695294,0.0002232666],"genre_scores_gemma":[0.9990699,0.00003387565,0.0003496427,0.000103542,0.00005730837,0.0003287547,0.000004859176,0.00001502315,0.00003706689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2858596,"threshold_uncertainty_score":0.4857371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378317026565342,"score_gpt":0.4707534680107077,"score_spread":0.3329217653541735,"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."}}