{"id":"W1925961142","doi":"10.1111/j.1464-5491.2011.03299.x","title":"Reproducibility of in vivo corneal confocal microscopy as a novel screening test for early diabetic sensorimotor polyneuropathy","year":2011,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Reproducibility; Confocal microscopy; In vivo; Polyneuropathy; Ophthalmology; Confocal; Biomedical engineering; Pathology; Optics; Chromatography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001670918,0.0003106562,0.001041476,0.000219769,0.00004469401,0.000005083505,0.0001759905,0.000157339,0.0003261951],"category_scores_gemma":[0.005352177,0.0002588219,0.0001543946,0.0003571067,0.0004094686,0.00006202947,0.00005600751,0.0003153182,0.00001660703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000447423,"about_ca_system_score_gemma":0.0001504177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001024217,"about_ca_topic_score_gemma":0.00002372917,"domain_scores_codex":[0.9969822,0.00007012948,0.0008731424,0.001099498,0.0003997115,0.0005753885],"domain_scores_gemma":[0.9970232,0.0005300235,0.0002419793,0.00160779,0.0002911956,0.0003057796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004511142,0.0004843117,0.5571769,0.0002808591,0.00004191783,0.00004561552,0.00144248,2.100034e-7,0.4391226,0.0000627449,0.00005466728,0.000836496],"study_design_scores_gemma":[0.007043758,0.004517757,0.6034309,0.0008931044,0.0002953406,0.0000164505,0.0003971076,0.0002518608,0.3824935,0.00009376352,0.0003321957,0.0002342506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946758,0.0004385785,0.0008319371,0.0006300817,0.0002953106,0.001436052,0.00005356298,0.00005506846,0.001583649],"genre_scores_gemma":[0.9954361,0.00002178858,0.002690358,0.0009197597,0.0002261827,0.00005478852,0.00001653662,0.0000576961,0.000576833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0566291,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769632851663087,"score_gpt":0.2846529975073006,"score_spread":0.2469566689906697,"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."}}