{"id":"W4411974914","doi":"10.1364/boda.2025.dtu4a.4","title":"Specialized Fiber Couplers and Bundles for Biomedical Sensing and Imaging","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Castor Technologies (Canada)","funders":"","keywords":"Materials science; Fiber bundle; Fiber; Computer science; Composite material","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":[0.0005919111,0.0008083971,0.0002824164,0.000480365,0.0003257201,0.0003732718,0.0004534219,0.0005713013,0.0009327066],"category_scores_gemma":[0.0004401053,0.000329531,0.0003095551,0.0003598876,0.000303807,0.001039393,0.0003339158,0.0005345474,0.0005327475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003632083,"about_ca_system_score_gemma":0.0002833671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003893735,"about_ca_topic_score_gemma":0.00110391,"domain_scores_codex":[0.9995777,0.00006049229,0.00002782962,0.0001545081,0.0001391181,0.00004025085],"domain_scores_gemma":[0.9994786,0.00007830472,0.0001914289,0.0001071639,0.0001022732,0.0000421829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004929991,0.00002966146,0.0003904177,0.00006664281,0.00001057796,0.00003137353,0.00002743673,0.0003035144,0.9848768,0.0009582646,0.0001616679,0.01309435],"study_design_scores_gemma":[0.000009838665,0.0003168232,0.001960754,0.00001483268,0.00002771985,0.0005270785,0.0000214481,0.00413676,0.9825264,0.000272433,0.01016677,0.00001912116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6699501,0.01105731,0.3034692,0.0005215573,0.000423992,0.0002499881,0.0003964055,0.001760065,0.01217133],"genre_scores_gemma":[0.7769353,0.0055185,0.2087786,0.0002796276,0.0002677483,0.0001227376,0.0004268569,0.0002250337,0.007445419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009327066,"threshold_uncertainty_score":0.003130317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007189525276611921,"score_gpt":0.2940172087818365,"score_spread":0.2868276835052245,"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."}}