{"id":"W423568168","doi":"10.1080/09500340903541429","title":"Introduction","year":2010,"lang":"en","type":"article","venue":"Journal of Modern Optics","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"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":[0.000631266,0.00007840178,0.0001477694,0.0001454836,0.0000389138,0.00004540682,0.000182338,0.00007041244,0.0001463816],"category_scores_gemma":[0.0003335411,0.0000655581,0.00008513287,0.00009490339,0.00004590886,0.0003086764,0.00002151356,0.000693317,0.0003598641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004917936,"about_ca_system_score_gemma":0.00007683216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.623542e-7,"about_ca_topic_score_gemma":0.000009752218,"domain_scores_codex":[0.9990529,0.00002119457,0.0003409509,0.00006753347,0.0003765362,0.0001409301],"domain_scores_gemma":[0.9988047,0.00002398485,0.0003963665,0.0001972768,0.0004680987,0.0001095869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001223585,0.0001955539,0.0006845792,0.000006319555,0.00006706588,0.00003183255,0.0004214657,0.004557143,0.9492897,0.002769617,0.0309504,0.01090396],"study_design_scores_gemma":[0.005754121,0.001415611,0.01687388,0.00006416339,0.0006980014,0.01463866,0.000297939,0.1719347,0.1776948,0.1116194,0.4978636,0.001145092],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867663,0.00005880289,0.00782113,0.001943675,0.002195129,0.00003099346,0.000004049157,0.00001930043,0.001160588],"genre_scores_gemma":[0.9610876,0.00001332043,0.03283235,0.0000329028,0.00559179,1.887835e-7,6.521766e-7,0.00003997297,0.0004011947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7715949,"threshold_uncertainty_score":0.4625445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253264522535281,"score_gpt":0.2553468043947095,"score_spread":0.2428141591693567,"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."}}