{"id":"W4368361421","doi":"10.1111/phpp.12876","title":"Micro‐relief characterization of benign and malignant skin lesions by polarization speckle analysis in vivo","year":2023,"lang":"en","type":"article","venue":"Photodermatology Photoimmunology & Photomedicine","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Canadian Centre for Applied Research in Cancer Control; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"Canadian Institutes of Health Research; BC Cancer Foundation; VGH and UBC Hospital Foundation; Natural Sciences and Engineering Research Council of Canada; Canadian Dermatology Foundation","keywords":"Basal cell carcinoma; Skin cancer; Medicine; Speckle pattern; Lesion; Pathology; Dermatology; Basal cell; Nuclear medicine; Cancer; Optics; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000266241,0.0002977776,0.0008531463,0.001936325,0.00008386102,0.00001194008,0.000214781,0.0003999224,0.0003682878],"category_scores_gemma":[0.00006024919,0.0003047142,0.00008806049,0.00302829,0.0003556781,0.0001512551,0.00008077604,0.0003439815,0.00005009354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005343587,"about_ca_system_score_gemma":0.00002549293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001289316,"about_ca_topic_score_gemma":0.00003805924,"domain_scores_codex":[0.997977,0.0001073736,0.000830603,0.0003954634,0.0001735679,0.0005160527],"domain_scores_gemma":[0.9991735,0.0001423637,0.0001395474,0.00037544,0.00006954661,0.00009958851],"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":[0.00003382334,0.0000885425,0.02618633,0.00008639332,0.0003252937,0.00002240011,0.0006168541,0.0001169349,0.9718274,0.00008945262,0.0004112622,0.0001953074],"study_design_scores_gemma":[0.001970998,0.0001030829,0.1606397,0.00007347123,0.000334038,0.0000796887,0.0003307385,0.0445951,0.7884567,0.0001335727,0.00283242,0.0004504829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959456,0.0006267373,0.001631808,0.0002659397,0.0003163441,0.0003920889,0.0001813319,0.0003017355,0.0003384159],"genre_scores_gemma":[0.9962835,0.002066514,0.00008615017,0.0002634026,0.00001422979,0.00005299555,0.000892995,0.00004712049,0.0002930577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1833707,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005568084379605715,"score_gpt":0.2157283515833203,"score_spread":0.2101602672037146,"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."}}