{"id":"W4406305347","doi":"10.3390/photonics12010059","title":"Snapshot Imaging of Stokes Vector Polarization Speckle in Turbid Optical Phantoms and In Vivo Tissues","year":2025,"lang":"en","type":"article","venue":"Photonics","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Vancouver Coastal Health; Vancouver Coastal Health Research Institute; University of British Columbia; University of Toronto; University Health Network","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Speckle pattern; Optics; Polarization (electrochemistry); Stokes parameters; Scattering; Materials science; Physics; Chemistry","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":[0.00009232841,0.00008272375,0.0001509247,0.0002454604,0.00001103906,0.00002090745,0.0000595553,0.00005222582,0.00006851473],"category_scores_gemma":[0.0000647847,0.00009037769,0.00001458984,0.0004727822,0.00003550674,0.0001076481,0.00002590132,0.0001291639,0.000002330473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004860713,"about_ca_system_score_gemma":0.00001399878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003931429,"about_ca_topic_score_gemma":0.00007626007,"domain_scores_codex":[0.9994475,0.00001065769,0.0002096126,0.0001079419,0.00007515433,0.0001491028],"domain_scores_gemma":[0.9997994,0.00004991863,0.00001195283,0.00009044625,0.00001587763,0.00003238929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007846845,0.0003231617,0.3514802,0.0009793203,0.00005322562,0.00002700499,0.001418679,0.02004231,0.5893912,0.03114651,0.0004780109,0.004581861],"study_design_scores_gemma":[0.0008451297,0.00001616195,0.04797292,0.0001823004,0.00001499597,0.000002332149,0.0001710146,0.6347046,0.3127485,0.0007478303,0.002359038,0.0002351497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865897,0.002039397,0.001894754,0.0001168383,0.0002092673,0.0001393983,0.0000112035,0.00004866987,0.008950817],"genre_scores_gemma":[0.9982873,0.0001872273,0.001391757,0.00004239632,0.000007314766,0.000002714065,0.000009964556,0.00001028611,0.00006109871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6146623,"threshold_uncertainty_score":0.3685495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005444526052669676,"score_gpt":0.2349066243802045,"score_spread":0.2294620983275348,"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."}}