{"id":"W2916200465","doi":"10.1117/12.2509268","title":"One-shot Stokes polarimetry for low-cost skin cancer detection","year":2019,"lang":"en","type":"article","venue":"","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polarimetry; Shot (pellet); One shot; Cancer detection; Computer science; Cancer; Optics; Materials science; Medicine; Physics; Engineering; Scattering; Mechanical engineering","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":[0.0007660672,0.0005952124,0.0003782373,0.0007168715,0.0002402604,0.0006678047,0.0006214287,0.0007669141,0.002931106],"category_scores_gemma":[0.001020773,0.0003821545,0.0003420688,0.0004116234,0.0005167787,0.0007220155,0.0007881642,0.0007012642,0.000930844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005537402,"about_ca_system_score_gemma":0.0004600372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002460714,"about_ca_topic_score_gemma":0.0005396288,"domain_scores_codex":[0.9993305,0.0001239538,0.00001469672,0.0001234314,0.0003665109,0.00004096389],"domain_scores_gemma":[0.9990534,0.0003784397,0.0001885777,0.0001144686,0.0002152865,0.00004986867],"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":[0.000134357,0.00007082289,0.001449984,0.0002134027,0.00002065897,0.00007257214,0.00007192467,0.001194301,0.9318591,0.001509696,0.0007171793,0.06268609],"study_design_scores_gemma":[0.00001557855,0.0005741954,0.003282531,0.00003274299,0.00003265,0.000696987,0.00006902033,0.02140965,0.9634354,0.001061437,0.009342246,0.00004749116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2658087,0.004869812,0.72032,0.0006561775,0.0002556807,0.0003745296,0.0003326135,0.001755136,0.005627288],"genre_scores_gemma":[0.5794448,0.002689479,0.4104169,0.0002668511,0.0000960147,0.0002891532,0.0002636079,0.0001730229,0.006360156],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002931106,"threshold_uncertainty_score":0.00980556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135278601118064,"score_gpt":0.2591078437625616,"score_spread":0.237755057751381,"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."}}