{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002551952,0.0001458818,0.0001362036,0.0002224295,0.00009498841,0.0002057477,0.00009612221,0.000293951,0.0007061384],"category_scores_gemma":[0.0004145877,0.0001297095,0.0001381358,0.0001098207,0.0002522704,0.0001725248,0.000147601,0.0002429608,0.0001474046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104823,"about_ca_system_score_gemma":0.00007239476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002120414,"about_ca_topic_score_gemma":0.0002841904,"domain_scores_codex":[0.9998858,0.00002531306,0.000004042001,0.00002365704,0.00004755777,0.0000136671],"domain_scores_gemma":[0.9996834,0.0001523015,0.00005501465,0.00003267001,0.00006064819,0.00001589286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001650796,0.00003454332,0.003985125,0.00003735783,0.000009447411,0.00006084483,0.00006807139,0.0009154789,0.9856596,0.0000620282,0.000067956,0.008934438],"study_design_scores_gemma":[0.00003236327,0.0007931552,0.06293818,0.000009457583,0.00004928606,0.001276824,0.0001862758,0.03405894,0.8994783,0.0002462933,0.000903309,0.00002758527],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754292,0.0003181525,0.02344494,0.0000382216,0.00001122598,0.00001553474,0.00005594712,0.00005033313,0.0006363796],"genre_scores_gemma":[0.9867553,0.0001874825,0.01250769,0.00003864797,0.00001151813,0.00001676296,0.00005355279,0.00001165525,0.0004173774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007061384,"threshold_uncertainty_score":0.002362251,"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."}}