{"id":"W2607891294","doi":"10.1090/crmp/034/17","title":"Quasi-exact solvability in nonlinear optics","year":2004,"lang":"en","type":"book-chapter","venue":"CRM proceedings & lecture notes","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Concordia University; Université de Montréal","funders":"","keywords":"Nonlinear system; Nonlinear optics; Optics; Physics; Computer science; Mathematics; Calculus (dental); Quantum mechanics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000166889,0.0006629117,0.0007227435,0.0001959809,0.00005509179,0.0001072171,0.0003556434,0.0009934774,0.0002430878],"category_scores_gemma":[0.000196637,0.0006203908,0.0002048861,0.0000993431,0.0001229205,0.0001518222,0.00007143723,0.00146847,0.0001216801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003740759,"about_ca_system_score_gemma":0.0000992636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001922422,"about_ca_topic_score_gemma":0.00006935575,"domain_scores_codex":[0.9980764,0.000001379459,0.000511734,0.0005453576,0.0003279382,0.0005372388],"domain_scores_gemma":[0.9992726,0.0001200703,0.00008998323,0.0002049039,0.000142709,0.0001697631],"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":[0.00007387022,0.0002094376,0.0003709028,0.003830571,0.0002770609,0.00006638381,0.001665329,0.006133953,0.001319918,0.9722071,0.00003210565,0.01381336],"study_design_scores_gemma":[0.0006985096,0.0003125304,0.0002604401,0.001450612,0.0001833676,0.00002893134,0.00002037079,0.02089388,0.006489617,0.9450404,0.02284307,0.00177826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008102184,0.002268346,0.0008517918,0.000230614,0.0003931747,0.0005416093,0.00003837667,0.0006494611,0.9869245],"genre_scores_gemma":[0.9969718,0.0005972677,0.001141516,0.0001871037,0.0006093663,0.0000207655,0.00003974589,0.0002015857,0.0002308043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9888697,"threshold_uncertainty_score":0.9996247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112927255197721,"score_gpt":0.2191534796390674,"score_spread":0.2078607541192953,"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."}}