{"id":"W2003309781","doi":"10.1364/oe.18.007456","title":"A novel first principles approach for the estimation of the sieve factor of blood samples","year":2010,"lang":"en","type":"article","venue":"Optics Express","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Light scattering; Optics; Sieve (category theory); Traverse; Biological system; Transmittance; Computer science; Light intensity; Flexibility (engineering); Materials science; Scattering; Physics; Mathematics; Statistics; Biology","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":[0.000139105,0.00008921636,0.0001804466,0.00002192206,0.00005949995,0.00001406226,0.000203257,0.00006685581,0.000006515316],"category_scores_gemma":[0.0006118804,0.00004672101,0.00009736262,0.00006541472,0.0002258228,0.00003113185,0.00006271197,0.0001759026,1.109845e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004707861,"about_ca_system_score_gemma":0.00003728524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003048999,"about_ca_topic_score_gemma":0.000003482361,"domain_scores_codex":[0.9993587,0.000005687501,0.0002138401,0.0001190665,0.0001786432,0.0001241193],"domain_scores_gemma":[0.9989217,0.0003331395,0.0001200714,0.0004641868,0.0001292814,0.0000316305],"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":[0.00005085289,0.0005442256,0.001409049,0.0003335417,0.00008285361,9.124875e-8,0.0004991303,0.0004115149,0.9649705,0.03132087,0.0000610818,0.0003162485],"study_design_scores_gemma":[0.0005081284,0.0001220314,0.003703891,0.00007814055,0.0002323769,0.000009085577,0.00006437707,0.1191092,0.8753952,0.0002448758,0.000464197,0.00006849057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5006909,0.00005333088,0.4950366,0.000838835,0.0001085348,0.001090605,0.0001312909,0.00005787627,0.001991933],"genre_scores_gemma":[0.6240489,0.000005899024,0.3757389,0.00001728005,0.00003266794,0.00003862142,0.000004856096,0.000009949499,0.0001028834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.123358,"threshold_uncertainty_score":0.1905227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996876530695213,"score_gpt":0.3047474203723706,"score_spread":0.2647786550654184,"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."}}