{"id":"W2761224370","doi":"10.1364/ao.49.004791","title":"Photonic bandgap fiber bundle spectrometer","year":2010,"lang":"en","type":"article","venue":"Applied Optics","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Optics; Spectrometer; Bundle; Materials science; Photonic crystal; Photonic-crystal fiber; Optical fiber; Multispectral image; Photonics; Optoelectronics; Physics; Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006220632,0.000166427,0.0001491673,0.00003207007,0.0001289702,0.00005838152,0.0002838283,0.0001658065,0.017165],"category_scores_gemma":[0.000009205652,0.0001653084,0.00006602812,0.0001318654,0.00008914487,0.00003430286,0.00005903209,0.0005047335,0.0017142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002786753,"about_ca_system_score_gemma":0.00003940491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007691187,"about_ca_topic_score_gemma":0.00002164357,"domain_scores_codex":[0.9990273,0.000001462023,0.000181968,0.0003026703,0.0001565734,0.0003300111],"domain_scores_gemma":[0.999053,0.00007067982,0.00005775878,0.0006786422,0.00002410005,0.0001158201],"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":[0.00001279161,0.0001588776,0.00004370986,0.00001652216,0.00002788213,0.000001135733,0.00006067618,0.000005973292,0.9401567,0.05763358,0.001256991,0.0006251403],"study_design_scores_gemma":[0.0003982289,0.00001254985,0.00006571558,0.000002537766,0.00004396591,0.00001135146,0.00004497653,0.0003622246,0.8613037,0.005371626,0.132128,0.0002550631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4960034,0.000009579688,0.0001460964,0.0000985252,0.0000547436,0.00007313307,0.00001395461,0.0001409871,0.5034596],"genre_scores_gemma":[0.9780356,0.00001241751,0.01335204,0.0001603684,0.0003542579,0.0001380506,0.00005166275,0.00004135371,0.007854285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4956053,"threshold_uncertainty_score":0.9990631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00648947469012525,"score_gpt":0.2310751485581501,"score_spread":0.2245856738680249,"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."}}