{"id":"W4409421352","doi":"10.1017/9781009000963.020","title":"Aberrations","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IBI Group (Canada); Trent University","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002841402,0.0003025132,0.0002756814,0.0001274179,0.00006363984,0.00003955273,0.000244479,0.0003113727,0.000008888786],"category_scores_gemma":[0.000002407071,0.0003696579,0.0001522969,0.000007210882,0.00008079981,0.00006451006,0.00009944954,0.0004577547,0.0002966846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002860719,"about_ca_system_score_gemma":0.00002230273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005882271,"about_ca_topic_score_gemma":0.000001007378,"domain_scores_codex":[0.9991926,0.000005267734,0.0001489582,0.0002860372,0.0001566394,0.0002105158],"domain_scores_gemma":[0.9993678,0.00004333043,0.00002807015,0.0003730381,0.00004797773,0.0001398068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003322157,9.005494e-7,2.587117e-8,0.0001764699,0.0001291489,0.0002433033,0.00001193346,0.0004482394,0.00007388076,0.9495443,0.04909459,0.0002739],"study_design_scores_gemma":[0.00009948663,0.00001138165,3.823884e-7,0.0002043705,0.0001612074,0.00001324142,0.000006897479,0.001733928,0.0001371006,0.00008887789,0.9971668,0.0003764015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002930768,0.0004653122,0.009192173,0.000004860589,0.0005752986,0.000286241,0.0002114726,0.0009794144,0.9882823],"genre_scores_gemma":[0.0007138209,0.00006118563,0.0002881,0.000007768864,0.0001596516,0.000001034456,0.00002882521,0.0001024777,0.9986371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9494554,"threshold_uncertainty_score":0.9998755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01711683865742946,"score_gpt":0.182386834552021,"score_spread":0.1652699958945915,"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."}}