{"id":"W2762625833","doi":"","title":"Novel multimode fibre gratings for medical Raman spectroscopy","year":2001,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Raman spectroscopy; Multi-mode optical fiber; Materials science; Spectroscopy; Optics; Optical fiber; Optoelectronics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002827729,0.0003557471,0.000344251,0.000068196,0.0001113833,0.00004112072,0.0006443312,0.001243884,0.0005809315],"category_scores_gemma":[0.0009817106,0.000319349,0.0002479989,0.0001396565,0.0001402254,0.000001973162,0.00009936865,0.0005212425,0.00001267129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005465806,"about_ca_system_score_gemma":0.0003486666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009744641,"about_ca_topic_score_gemma":0.0001444286,"domain_scores_codex":[0.9976576,0.00001951068,0.0003174905,0.0007108942,0.0006879689,0.0006065216],"domain_scores_gemma":[0.9988511,0.00005552821,0.0001311256,0.0004504696,0.0001653259,0.0003464603],"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":[0.0004022052,0.0001421331,0.00001169138,0.0001585672,0.00005293635,0.00000417943,0.00006772,1.150357e-7,0.922834,0.0001643645,0.07449378,0.001668296],"study_design_scores_gemma":[0.0006160242,0.0004317295,0.00001671918,0.0001318331,0.00002281763,0.00001225083,0.0001800713,0.0001487721,0.8205918,0.0004323389,0.1770842,0.0003314655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6097487,0.004768128,0.1755543,0.00549384,0.001988621,0.003935602,0.0002764294,0.0005375356,0.1976968],"genre_scores_gemma":[0.06022803,0.007147292,0.1700115,0.002571219,0.008027679,0.00220517,0.03819026,0.0006573691,0.7109615],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5495207,"threshold_uncertainty_score":0.9999259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444225734358506,"score_gpt":0.4086569983756452,"score_spread":0.3942147410320601,"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."}}