{"id":"W2029429157","doi":"10.1016/j.jcjo.2013.09.002","title":"Corneal collagen cross-linking for the treatment of progressive keratoconus: 3-year prospective outcome","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Keratoconus; Corneal collagen cross-linking; Outcome (game theory); Medicine; Ophthalmology; Prospective cohort study; Cornea; Surgery; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003217554,0.0001278122,0.0004657201,0.0001359208,0.0001536863,0.00002074371,0.0001121358,0.0001013814,0.0003765383],"category_scores_gemma":[0.0003500019,0.00008208731,0.000246085,0.000126931,0.0002949516,0.00004055912,0.00000409518,0.00007865673,0.000003512237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766033,"about_ca_system_score_gemma":0.0009415846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006362453,"about_ca_topic_score_gemma":0.000175271,"domain_scores_codex":[0.9989783,0.0000545714,0.0004486925,0.0001261607,0.00009369705,0.0002985824],"domain_scores_gemma":[0.9982744,0.0004371633,0.0003418613,0.0001698467,0.0004530359,0.0003237191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006526613,0.00008908086,0.9940201,0.00003461636,0.0002225714,0.001851209,0.0005955696,0.00007298483,0.0000279972,0.0006826186,0.0001102237,0.001640351],"study_design_scores_gemma":[0.006656094,0.01058417,0.9250835,0.0001063214,0.0003591499,0.04541464,0.0006472615,0.0001829329,0.0009908105,0.001969429,0.007801905,0.0002037371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934586,0.001138103,0.00006681114,0.0005142886,0.0005365088,0.0008233297,0.00002491702,0.000002248127,0.003435146],"genre_scores_gemma":[0.9989663,0.000004347332,0.0002008529,0.0000594386,0.0002668031,0.00004215416,0.000004247682,0.00001635667,0.0004394385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06893657,"threshold_uncertainty_score":0.4122831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04205657348315708,"score_gpt":0.3376790907771532,"score_spread":0.2956225172939961,"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."}}