{"id":"W2021084330","doi":"10.1364/ol.31.001540","title":"Remote time-resolved filament-induced breakdown spectroscopy of biological materials","year":2006,"lang":"en","type":"article","venue":"Optics Letters","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Filamentation; Femtosecond; Protein filament; Laser-induced breakdown spectroscopy; Spectroscopy; Materials science; Optics; Imaging spectroscopy; Laser; Time-resolved spectroscopy; Fluorescence; Physics","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":[0.0001446946,0.000251623,0.0003514676,0.00008498568,0.00004805967,0.00004950137,0.0002106538,0.000160825,0.0004391437],"category_scores_gemma":[0.00001402968,0.0002306888,0.0000813435,0.0001435133,0.00005270722,0.00007098391,0.00003267537,0.0001656155,0.000238542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007636636,"about_ca_system_score_gemma":0.00001025469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007095813,"about_ca_topic_score_gemma":0.000004658925,"domain_scores_codex":[0.9987258,0.00003927016,0.0003914045,0.0002274572,0.0001705351,0.0004454745],"domain_scores_gemma":[0.9994603,0.0000749866,0.00007067653,0.0003135417,0.00001847664,0.00006198414],"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":[0.0000247455,0.00002484363,0.00002840387,0.00002492768,0.00003433159,0.00002180797,0.00002015684,0.001632181,0.9947569,0.0001465537,0.003218373,0.00006681235],"study_design_scores_gemma":[0.0003368725,0.00007994948,0.0005755589,0.0000300436,0.00002057212,0.00000930059,0.000004112486,0.002801229,0.9952579,0.0001523948,0.0004746659,0.0002573782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924614,0.00001411353,0.001680155,0.000357453,0.0004362552,0.0001760445,0.00005728673,0.0002334073,0.004583837],"genre_scores_gemma":[0.981591,0.00001839772,0.01765192,0.0001971525,0.0003154402,0.000003727248,0.00009389415,0.00004286024,0.00008565537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01597176,"threshold_uncertainty_score":0.9407215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009717653196493087,"score_gpt":0.207236317349089,"score_spread":0.1975186641525959,"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."}}