{"id":"W3212385609","doi":"10.1364/ntm.2021.nth1c.4","title":"Collagen in Lentiginous Melanoma Characterized with Polarimetric Second-Harmonic Generation Microscopy","year":2021,"lang":"en","type":"article","venue":"Biophotonics Congress 2021","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Second-harmonic generation; Microscopy; Collagen fiber; Polarimetry; Materials science; Optical microscope; Biophysics; Optics; Biology; Anatomy; Scanning electron microscope; Composite material; Laser; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001243377,0.0001158453,0.00006923966,0.0004952892,0.0001216047,0.0001623245,0.00008602731,0.0001354124,0.0005793471],"category_scores_gemma":[0.0001334876,0.0001130102,0.00008013759,0.0001875619,0.0001525175,0.0001117716,0.0001046394,0.0001536069,0.0001220346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001670599,"about_ca_system_score_gemma":0.0001014088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017322,"about_ca_topic_score_gemma":0.001785514,"domain_scores_codex":[0.9999424,0.00001124741,0.000002483679,0.00001033135,0.00002187661,0.00001151914],"domain_scores_gemma":[0.9998734,0.00002656033,0.00002889337,0.00001342612,0.00002967224,0.00002805828],"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":[0.00007723916,0.000006175389,0.0008959891,0.00001273116,0.00000231852,0.00009916343,0.00003017851,0.00003278034,0.9982423,0.0000466675,0.000006239215,0.0005483134],"study_design_scores_gemma":[0.00002551105,0.0003282763,0.09456934,0.00001661007,0.00003382409,0.00220868,0.0002214031,0.004614951,0.8948774,0.0002075234,0.002884431,0.00001200945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963278,0.0005449778,0.001712231,0.0000143866,0.000006722636,0.00001872923,0.0001244234,0.00001604266,0.001234675],"genre_scores_gemma":[0.9969732,0.0003365188,0.001542625,0.00001147323,0.000003163066,0.0000122834,0.0001153321,0.000007382097,0.0009981446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002017322,"threshold_uncertainty_score":0.004011154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006477703856271,"score_gpt":0.260726748254457,"score_spread":0.2506619712158942,"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."}}