{"id":"W7084126220","doi":"10.1364/iprsn.2025.im2b.2","title":"InP-Based Laser Diode for Plasmonic Biosensing","year":2025,"lang":"en","type":"article","venue":"","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Plasmon; Laser; Biosensor; Diode; Laser diode; Semiconductor laser theory","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":[0.00008800087,0.00007365365,0.00008061012,0.00001555508,0.0001855633,0.0000239545,0.00007603785,0.0000495806,0.0002391304],"category_scores_gemma":[0.000009002294,0.00004763415,0.00004005428,0.0001118062,0.00005292779,0.000050664,0.00003551944,0.00004530714,0.0002123142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001030206,"about_ca_system_score_gemma":0.00001833934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003138762,"about_ca_topic_score_gemma":0.0009328438,"domain_scores_codex":[0.9994176,0.00001142494,0.0001044738,0.0001777199,0.00007578239,0.0002130233],"domain_scores_gemma":[0.9997777,0.00004556571,0.00001918703,0.0001040604,0.000003700669,0.00004981592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002246763,0.0005403571,0.2704572,0.0002156467,0.00004603495,0.000008917718,0.0007188418,0.008172156,0.0230683,0.007128507,0.6659896,0.02342973],"study_design_scores_gemma":[0.002412738,0.0002083215,0.2323828,0.00007196828,0.00005080225,0.000002340268,0.0003272386,0.02037424,0.4586664,0.007584716,0.2773375,0.0005809327],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595218,0.00001210517,0.004908299,0.002539154,0.0001639694,0.0003119057,0.000005925882,0.00007515593,0.03246174],"genre_scores_gemma":[0.9856648,0.000004439223,0.004449271,0.003019847,0.00001902943,0.000008992486,0.000009842141,0.000003806524,0.006819944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4355981,"threshold_uncertainty_score":0.2728941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008732607368244237,"score_gpt":0.2444562553254546,"score_spread":0.2357236479572103,"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."}}