{"id":"W2460550619","doi":"10.1109/embsisc.2016.7508619","title":"Proof of principle of a stokes polarimetry probe for skin lesion evaluation","year":2016,"lang":"en","type":"article","venue":"","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; SKiN Health","funders":"","keywords":"Polarimetry; Stokes parameters; Polarization (electrochemistry); Degree of polarization; Optics; Imaging phantom; Azimuth; Circular polarization; Ellipse; Lesion; Physics; Materials science; Scattering; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002784078,0.00005876491,0.0001105574,0.0001076519,0.00001066575,0.000002709254,0.0000566678,0.00006039712,0.0001127878],"category_scores_gemma":[0.00017126,0.00003895209,0.00004316774,0.0001551209,0.00002077427,0.00009634718,0.00001243597,0.00002154638,0.000005143575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002844925,"about_ca_system_score_gemma":0.0000213284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002368604,"about_ca_topic_score_gemma":0.000001817222,"domain_scores_codex":[0.9994273,0.00001242399,0.0002194762,0.00007313213,0.0001727093,0.0000949278],"domain_scores_gemma":[0.9996121,0.00006116177,0.00003492257,0.0001194726,0.0001417672,0.00003059561],"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":[0.00004412115,0.0001932944,0.005135092,0.0007435718,0.0000670673,3.761629e-8,0.0001082709,0.001794725,0.8180842,0.03126982,0.0003696467,0.1421902],"study_design_scores_gemma":[0.0006646727,0.00009374214,0.004819738,0.00005377422,0.00002307012,2.320857e-7,0.00001176025,0.0387253,0.9530491,0.001065037,0.001410056,0.00008347622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1873268,0.0001252556,0.8087835,0.00005681498,0.0000969963,0.0005748673,0.00001667647,0.00005787899,0.002961204],"genre_scores_gemma":[0.9842328,0.000003714662,0.01533099,0.000005963686,0.00002064951,0.000008011522,0.000004727674,0.00001295137,0.0003801238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7969061,"threshold_uncertainty_score":0.158842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989784028187887,"score_gpt":0.2933911287336907,"score_spread":0.2634932884518119,"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."}}