{"id":"W2003642553","doi":"10.1086/322143","title":"Modal Noise in High‐Resolution, Fiber‐fed Spectra: A Study and Simple Cure","year":2001,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Optics; Physics; Noise (video); Modal; Spectral line; Monochromatic color; Fiber; Displacement (psychology); Amplitude; SIGNAL (programming language); Acoustics; Materials science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001690921,0.00009729294,0.0001274146,0.00001563697,0.0001030833,0.00001228985,0.0004924016,0.00007115807,0.00001021554],"category_scores_gemma":[0.00004738659,0.00006999625,0.0001323228,0.0001893392,0.0003220187,0.000009926734,0.0003326737,0.0001234918,6.393753e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003891207,"about_ca_system_score_gemma":0.00004781851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006029282,"about_ca_topic_score_gemma":0.00002940964,"domain_scores_codex":[0.9992449,0.00005824521,0.0002331301,0.0002201151,0.00007893095,0.0001646635],"domain_scores_gemma":[0.9991115,0.00001486393,0.0001463101,0.000638433,0.00005774693,0.00003108904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004315984,0.0004711972,0.7070574,0.000007167237,0.00005051941,3.323873e-9,0.0001965755,0.0006850004,0.2860314,0.0001561154,0.004694988,0.000606581],"study_design_scores_gemma":[0.0005869254,0.0001209518,0.9218559,0.0000114997,0.00002449193,0.00000155658,0.0008213877,0.0006270928,0.06864512,0.0007891551,0.006378598,0.0001373026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924756,0.000107814,0.004085407,0.002773083,0.00001692052,0.0004515544,0.00003655925,0.000009417576,0.00004360492],"genre_scores_gemma":[0.9887948,0.0000297937,0.01080716,0.00001039504,0.00002775588,0.00004308207,0.00001441719,0.000009880157,0.0002626913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2173862,"threshold_uncertainty_score":0.2854364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007196546534307966,"score_gpt":0.2481562476587077,"score_spread":0.2409597011243997,"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."}}