{"id":"W4248051706","doi":"10.22215/etd/2011-08767","title":"A study of silver halide fibers using fiber evanescent wave spectroscopy to assess the potential for in-vivo diagnosis of malignant cervical tissue","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Silver halide; Spectroscopy; Fiber; Optics; Chemistry; Materials science; Physics; Nanotechnology; Composite material; Quantum mechanics","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":[0.00021756,0.00021413,0.00007632728,0.0001736835,0.0002095629,0.0001356029,0.0001681659,0.0002799117,0.0006954923],"category_scores_gemma":[0.0002097797,0.00008801549,0.0001428925,0.00009827851,0.0001919669,0.0002460535,0.00007577141,0.0001284977,0.0001760275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726364,"about_ca_system_score_gemma":0.0001682823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178027,"about_ca_topic_score_gemma":0.001246347,"domain_scores_codex":[0.9999262,0.00001147667,0.000002966335,0.00002081416,0.00002615063,0.00001245378],"domain_scores_gemma":[0.9998565,0.00005753399,0.00002001487,0.00001143922,0.00003878611,0.00001582663],"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":[0.00005445543,0.0000230225,0.0002338128,0.00001513369,0.000001741736,0.00002824472,0.00001824749,0.00006763278,0.9981161,0.00005271512,0.00001478458,0.001373917],"study_design_scores_gemma":[0.000008552806,0.0004310451,0.003977532,0.000002747828,0.000005652337,0.0001800611,0.00002982895,0.001499033,0.9929254,0.00003687446,0.0008995351,0.000003745438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922614,0.0004913363,0.004871495,0.00003896742,0.00001302286,0.00004418591,0.00006169862,0.00002417084,0.002193833],"genre_scores_gemma":[0.984278,0.0007422208,0.009548545,0.00003439337,0.00001077507,0.00003441597,0.0001632729,0.00001395194,0.00517431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001178027,"threshold_uncertainty_score":0.002342343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03943459242884598,"score_gpt":0.373470058144628,"score_spread":0.334035465715782,"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."}}