{"id":"W2062106256","doi":"10.1117/1.2747205","title":"Qualitative assessment of undetectable melanin distribution in lightly pigmented irides","year":2007,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"melanin and skin pigmentation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Melanin; Melanoma; Ocular Melanoma; Biology; Medicine; Pathology; Cancer research; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00169788,0.00007976794,0.0001866561,0.00009251393,0.00001849629,0.000007427167,0.0001112829,0.0001244826,0.00001711278],"category_scores_gemma":[0.0002257833,0.00006458426,0.00007114172,0.0001750149,0.00009415615,0.000006376677,0.00003032621,0.0001295477,5.456916e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006442567,"about_ca_system_score_gemma":0.0001241832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006040377,"about_ca_topic_score_gemma":0.000007843027,"domain_scores_codex":[0.9986539,0.00009376113,0.0006493154,0.00008869587,0.0003590784,0.000155253],"domain_scores_gemma":[0.999196,0.00007760439,0.0003777063,0.00008024987,0.0001644919,0.0001039366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002248221,0.0004376311,0.00220267,0.00003735794,0.0000976817,0.00003474736,0.0004558981,0.00002087907,0.9913897,0.0007766807,0.001340331,0.002981613],"study_design_scores_gemma":[0.005396944,0.005482882,0.03717008,0.0003001662,0.00009234423,0.0001306381,0.01018546,0.001189299,0.9307034,0.000999239,0.008002534,0.0003469886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8799528,0.0001535002,0.1190781,0.0002103495,0.0002153257,0.00005756325,0.00001767149,0.000001221978,0.0003135279],"genre_scores_gemma":[0.9909944,0.0001593569,0.008530471,0.00004436083,0.0001258803,6.432834e-7,0.00009707062,0.000005831725,0.00004198114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1110416,"threshold_uncertainty_score":0.263367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709090076099332,"score_gpt":0.3849308698090697,"score_spread":0.3678399690480764,"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."}}