{"id":"W4407930172","doi":"10.5220/0013369700003911","title":"Stratum Corneum Light Confinement: Monte Carlo Verification","year":2025,"lang":"en","type":"article","venue":"","topic":"Ocular and Laser Science Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; Toronto Metropolitan University","funders":"","keywords":"Stratum corneum; Monte Carlo method; Computer science; Stratum; Statistical physics; Physics; Mathematics; Engineering; Statistics; Medicine","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":[0.002570823,0.0007208312,0.001505225,0.001057406,0.001765051,0.002105359,0.003026394,0.001923005,0.00633851],"category_scores_gemma":[0.008402232,0.0008619078,0.00131346,0.001025006,0.001187152,0.001567553,0.001189226,0.001213308,0.0007040466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002993243,"about_ca_system_score_gemma":0.003113697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03911653,"about_ca_topic_score_gemma":0.02645204,"domain_scores_codex":[0.9992538,0.0002462663,0.00002732039,0.00007749297,0.0002531792,0.0001420043],"domain_scores_gemma":[0.9894299,0.007613988,0.0005874459,0.0006773571,0.001456908,0.000234507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005978993,0.0002012774,0.002878019,0.0002534109,0.0001146167,0.0002488973,0.0001806241,0.924098,0.003837974,0.0593924,0.001633633,0.006563221],"study_design_scores_gemma":[0.00004935284,0.00002776889,0.0004041647,0.00002269783,0.00002847508,0.0000308785,0.00003356215,0.9938034,0.0009358742,0.004325095,0.000318954,0.00001974329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.560011,0.001861094,0.3490658,0.002298868,0.0002867186,0.0004632753,0.002095171,0.001639677,0.08227837],"genre_scores_gemma":[0.9662923,0.0001896819,0.0293181,0.0002796846,0.00003791821,0.0001540868,0.0002042619,0.0003740217,0.003150068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03911653,"threshold_uncertainty_score":0.07777768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100049655132314,"score_gpt":0.3204095113315796,"score_spread":0.3104045458183483,"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."}}