{"id":"W1984908741","doi":"10.1097/icl.0b013e318157c98f","title":"New Technologies to Assess Lens-Mediated Effects of the Cornea","year":2007,"lang":"en","type":"review","venue":"Eye & Contact Lens Science & Clinical Practice","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cornea; Optical coherence tomography; Lens (geology); Effects of long-term contact lens wear on the cornea; Contact lens; Confocal microscopy; Optics; Corneal epithelium; Ophthalmology; Medicine; Materials science; Biomedical engineering; Physics","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007643534,0.0005938821,0.002815142,0.0004613737,0.0002701574,0.00009460517,0.001538629,0.0008101559,0.00005130744],"category_scores_gemma":[0.205623,0.000364595,0.001105213,0.004275937,0.0009983969,0.0008754584,0.0007594084,0.002571639,0.0004003243],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598459,"about_ca_system_score_gemma":0.005788916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172453,"about_ca_topic_score_gemma":0.00002693111,"domain_scores_codex":[0.9935097,0.0006107119,0.0021348,0.001257901,0.001559983,0.0009269536],"domain_scores_gemma":[0.9636352,0.03143762,0.001839279,0.001968133,0.0006755868,0.0004441992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002125629,0.0004658762,0.0009898264,0.002053347,0.0001163344,0.0001430726,0.00002692405,2.124192e-7,0.00004460914,0.0006258505,0.002349707,0.9929717],"study_design_scores_gemma":[0.0005529427,0.001011986,0.002978048,0.008348885,0.001575285,0.00006486764,0.0001074516,0.000002844986,0.00004380494,0.00002085392,0.9849041,0.0003889292],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008250168,0.9727149,0.0004401704,0.00464202,0.004382949,0.003767577,0.00001388122,0.0003499035,0.0128636],"genre_scores_gemma":[0.0051713,0.9894021,0.0009856113,0.003477876,0.0002606836,0.00003910369,0.000008293464,0.00005249301,0.0006026062],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9925827,"threshold_uncertainty_score":0.9998806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1992719394202746,"score_gpt":0.4907962858037881,"score_spread":0.2915243463835135,"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."}}