{"id":"W7049061256","doi":"","title":"Modeling coherence effects on cavity-based spectroscopy","year":2017,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Laser linewidth; Spectroscopy; Coherence (philosophical gambling strategy); Laser; Optical cavity; Cavity ring-down spectroscopy; Tunable diode laser absorption spectroscopy; Analyte; Tunable laser","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005945758,0.001021964,0.001081206,0.0002929867,0.0022089,0.000282717,0.001470084,0.0004838111,0.0003934072],"category_scores_gemma":[0.0001186863,0.00106404,0.0006152755,0.0002222913,0.00007192883,0.0004951634,0.0001065061,0.002810481,0.00104831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242748,"about_ca_system_score_gemma":0.0004282526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354003,"about_ca_topic_score_gemma":0.0001402832,"domain_scores_codex":[0.9953439,0.0003257299,0.0006354268,0.00142921,0.001095822,0.001169962],"domain_scores_gemma":[0.99673,0.0003319648,0.0005001527,0.001606903,0.0003488647,0.0004821063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008462279,0.000777503,0.0002255263,0.0007713695,0.0006962774,0.0001136353,0.00001822689,0.001877604,0.1283605,0.1986645,0.00003401713,0.6676146],"study_design_scores_gemma":[0.002600502,0.00020324,0.00009911651,0.001596087,0.0002709151,0.00000122675,0.0001744077,0.02865017,0.80335,0.1568954,0.003941172,0.00221777],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7669777,0.00003955469,0.00002842099,0.000009426853,0.0008505509,0.0008667593,0.000873639,0.0001294068,0.2302245],"genre_scores_gemma":[0.989454,0.00001026272,0.0002135077,0.00008901094,0.0002733579,0.00030554,0.00180313,0.0002519384,0.007599282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6749895,"threshold_uncertainty_score":0.9997295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036406775413232,"score_gpt":0.294487634489612,"score_spread":0.2741235667354797,"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."}}