{"id":"W3015452525","doi":"","title":"Intrastromal corneal ring implants for corneal thinning disorders: an evidence-based analysis.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thinning; Keratoconus; Medicine; Ophthalmology; Corneal topography; Corneal Diseases; Optometry; Cornea; Geography; Forestry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007620438,0.0002482749,0.0005446576,0.000344554,0.0001730507,0.00007584465,0.000157492,0.0001190323,0.00004877106],"category_scores_gemma":[0.0004842193,0.0002290544,0.0003564351,0.0007242836,0.00006336626,0.0003844362,0.00001683962,0.0002037113,0.000004016589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008333658,"about_ca_system_score_gemma":0.00009684096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001020937,"about_ca_topic_score_gemma":0.000168417,"domain_scores_codex":[0.997869,0.000067705,0.0004193236,0.0005218852,0.0003128998,0.000809146],"domain_scores_gemma":[0.9985496,0.0003862083,0.0001470997,0.0003754398,0.0000815392,0.0004600786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002803983,0.0004888963,0.39136,0.00005953845,0.0003027503,0.00004229612,0.0001356127,0.0008106972,0.0001718465,0.0001547093,0.0004944651,0.6031752],"study_design_scores_gemma":[0.001686013,0.0003855133,0.9864622,0.00004130602,0.0008086169,0.00001549506,0.0001026115,0.009238717,0.0002662068,0.0003050612,0.0004328165,0.0002554032],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866212,0.0003825209,0.008768518,0.001663482,0.0001900097,0.001332718,0.00002400379,0.0002266537,0.0007909117],"genre_scores_gemma":[0.9966203,0.00002816624,0.0007198615,0.001671123,0.0002339443,0.0004741471,0.000155783,0.00002071192,0.00007596964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6029198,"threshold_uncertainty_score":0.9340569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05314130861836528,"score_gpt":0.2863300994619832,"score_spread":0.233188790843618,"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."}}