{"id":"W2728998297","doi":"","title":"Universal updates for symmetric lenses","year":2017,"lang":"en","type":"article","venue":"","topic":"Mathematics and Applications","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Allison University","funders":"","keywords":"Computer science; Optometry; Medicine","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":[0.0001045514,0.00005488643,0.00009346552,0.00003600745,0.000314533,0.00008122582,0.0002427925,0.00002626353,0.0001371947],"category_scores_gemma":[0.0003767219,0.00004318676,0.00004763553,0.00002554461,0.00002918243,0.00006140709,0.00004839504,0.00002138016,0.00003914636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007544597,"about_ca_system_score_gemma":0.00001091953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001056741,"about_ca_topic_score_gemma":0.00001416537,"domain_scores_codex":[0.999662,0.000002344386,0.00009313432,0.0000888346,0.00005648439,0.00009721728],"domain_scores_gemma":[0.9990734,0.0002723809,0.00009693062,0.0004742707,0.0000526359,0.00003041913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[9.795315e-7,0.00004110699,0.00002354697,0.00003421275,0.00001022244,1.247279e-7,0.00002412148,4.51818e-8,0.00007568181,0.9228539,0.07550237,0.001433676],"study_design_scores_gemma":[0.0003583916,0.00002794737,0.0001337161,0.00001305221,0.00004380865,0.00000178868,0.0001402503,0.002099427,0.003763747,0.9025656,0.09071784,0.0001344093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1370746,0.00002828258,0.2404239,0.004937896,0.0001626049,0.001297337,0.00007283461,0.0002797076,0.6157228],"genre_scores_gemma":[0.7676464,0.00001023545,0.2041988,0.00004550962,0.00007245817,0.00004964475,0.000003545072,0.00001773883,0.02795567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6305717,"threshold_uncertainty_score":0.2419165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1357066710817341,"score_gpt":0.3855849014646479,"score_spread":0.2498782303829138,"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."}}