{"id":"W4400492390","doi":"10.20944/preprints202407.0822.v1","title":"Macular Pigment Optical Density a Measurable Modifiable Clinical Biomarker","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Macular degeneration; Context (archaeology); Diabetic retinopathy; Biomarker; Medicine; Oxidative stress; Ophthalmology; Glaucoma; Optometry; Internal medicine; Diabetes mellitus; Biology; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001346496,0.0006000375,0.0008685419,0.001409211,0.0002679532,0.001668439,0.0003873434,0.0008489689,0.003357019],"category_scores_gemma":[0.003975058,0.0002003127,0.0006754833,0.001243523,0.0005205394,0.0005862452,0.0006215296,0.001152994,0.001064908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006527235,"about_ca_system_score_gemma":0.000558151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001370243,"about_ca_topic_score_gemma":0.001002322,"domain_scores_codex":[0.9988681,0.0003435959,0.0001121778,0.00024169,0.0003638595,0.00007053859],"domain_scores_gemma":[0.9984764,0.0005549662,0.0004411996,0.0001088509,0.0003542357,0.00006422286],"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":[0.002127085,0.0002988245,0.1593316,0.006417014,0.001445885,0.001449022,0.0004234308,0.0009524187,0.03357938,0.008929318,0.03792324,0.7471228],"study_design_scores_gemma":[0.0002191767,0.001492942,0.5216479,0.004597888,0.002712997,0.01554208,0.0007178725,0.00263045,0.05901419,0.02334679,0.3678477,0.0002299861],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1602971,0.7450637,0.02391176,0.01058308,0.002718295,0.0004241139,0.01071242,0.0008146252,0.04547489],"genre_scores_gemma":[0.7426859,0.2093116,0.02159923,0.003314617,0.002853713,0.0004720048,0.004564118,0.0001219917,0.01507672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003357019,"threshold_uncertainty_score":0.01123035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.258202636546686,"score_gpt":0.4362318509625919,"score_spread":0.1780292144159059,"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."}}