{"id":"W4400868809","doi":"10.1002/slct.202401265","title":"Advances in Plasmonic Photonic Crystal Fiber Biosensors: Exploring Innovative Materials for Bioimaging and Environmental Monitoring","year":2024,"lang":"en","type":"article","venue":"ChemistrySelect","topic":"Plasmonic and Surface Plasmon Research","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biosensor; Nanotechnology; Photonic-crystal fiber; Optical fiber; Materials science; Computer science; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002193027,0.0002284206,0.0002246145,0.0001172918,0.00005347553,0.0001203706,0.0001055795,0.00007984654,0.00006666847],"category_scores_gemma":[0.00004351266,0.0002393708,0.00003063554,0.0002963223,0.00006245805,0.0003904699,0.0000438777,0.0002404847,0.00001322417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003106286,"about_ca_system_score_gemma":0.00003699953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002998704,"about_ca_topic_score_gemma":8.456126e-7,"domain_scores_codex":[0.9987311,0.000008783327,0.0002479269,0.0003428125,0.0001786624,0.000490727],"domain_scores_gemma":[0.9996094,0.0001849481,0.00001516853,0.0001118519,0.0000146104,0.0000640152],"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":[0.00002055731,0.000008529919,0.0005064337,0.0005585945,0.00002581247,0.00002147475,0.0002053821,0.0009696294,0.9945948,0.000004191744,0.000046096,0.00303853],"study_design_scores_gemma":[0.0002782474,0.00001619311,0.000148124,0.000259551,0.000005566819,0.00001850595,0.0003868054,0.01470656,0.9799921,0.00003037831,0.003905322,0.0002526475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920371,0.006515682,0.00004171506,0.00001247556,0.0001970311,0.0001967465,0.0001024041,0.0001959171,0.0007009986],"genre_scores_gemma":[0.995534,0.003190289,0.0008154489,0.000001187831,0.00003089609,0.0002181008,0.00003357094,0.00005510078,0.0001214068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01460267,"threshold_uncertainty_score":0.9761257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941825654550699,"score_gpt":0.2523201948718933,"score_spread":0.2329019383263863,"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."}}