{"id":"W1968095733","doi":"10.1364/ol.38.000211","title":"Probing multifractality in tissue refractive index: prospects for precancer detection","year":2013,"lang":"en","type":"article","venue":"Optics Letters","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Multifractal system; Refractive index; Optics; Hurst exponent; Light scattering; Physics; Statistical physics; Scattering; Fractal; Mathematics; Statistics; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0002258443,0.0001254801,0.0003057228,0.0001759847,0.00008183128,0.000115605,0.0001020177,0.00006746621,0.0002142356],"category_scores_gemma":[0.00006433431,0.0001446852,0.00007764702,0.0002367358,0.00002622514,0.0003662242,0.00003132176,0.000119403,0.0001823918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002399918,"about_ca_system_score_gemma":0.000006117409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003841952,"about_ca_topic_score_gemma":0.000659737,"domain_scores_codex":[0.9988914,0.000009516274,0.0004514917,0.0003539759,0.00003039463,0.0002632944],"domain_scores_gemma":[0.9993517,0.00004358594,0.0002882687,0.0002320496,0.0000408931,0.00004352793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000555845,0.001697528,0.4950117,0.002005163,0.001857996,0.000031385,0.0153818,0.04187043,0.1770057,0.08791876,0.007101068,0.1695627],"study_design_scores_gemma":[0.004124108,0.0003931425,0.340383,0.0001574415,0.00004734601,0.000009169277,0.0008164675,0.4899806,0.01002856,0.02394489,0.1280599,0.002055357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501634,0.0001629961,0.04231138,0.001773688,0.0003559036,0.001440497,0.00003486434,0.00003659595,0.003720689],"genre_scores_gemma":[0.9964456,0.000007943064,0.002118793,0.0002176321,0.0001272466,0.0004165979,0.000007411113,0.00002253831,0.0006362237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4481102,"threshold_uncertainty_score":0.5900089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894799005328471,"score_gpt":0.2218272755854457,"score_spread":0.2028792855321609,"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."}}