{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008557698,0.0007280029,0.000314188,0.001169041,0.001042614,0.002464954,0.001376223,0.001494548,0.2421962],"category_scores_gemma":[0.002102759,0.000218896,0.0005042314,0.0007585139,0.0006501879,0.001749117,0.001765401,0.001550118,0.1687738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008623489,"about_ca_system_score_gemma":0.001364617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062913,"about_ca_topic_score_gemma":0.001105629,"domain_scores_codex":[0.9993721,0.00007106071,0.00002245526,0.0001812392,0.0002778565,0.00007537987],"domain_scores_gemma":[0.9990343,0.0001315015,0.00004559653,0.0001647119,0.000478098,0.0001458244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001378981,0.00009626336,0.0009175503,0.0005746156,0.00001291877,0.0002163595,0.0002558638,0.00048107,0.00564136,0.1446271,0.4254379,0.4216012],"study_design_scores_gemma":[0.000005233295,0.00002505627,0.0003308553,0.00009931235,0.000003657783,0.0001517373,0.00003854941,0.0001435447,0.001221637,0.009343729,0.9886275,0.000009270158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00543684,0.009720605,0.06863656,0.01360919,0.01716805,0.0003994732,0.005340084,0.002902257,0.8767869],"genre_scores_gemma":[0.03369341,0.009258391,0.03036576,0.01009434,0.006503793,0.0004358122,0.00542323,0.001048242,0.9031769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7578038,"threshold_uncertainty_score":0.8102271,"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."}}