{"id":"W4243573944","doi":"10.1088/978-0-7503-1514-2ch4","title":"Critical phase fluctuations of pseudospin modes","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007641506,0.0001990851,0.0003774097,0.00005323509,0.00008177768,0.00003919809,0.0002487739,0.00009862796,0.007642404],"category_scores_gemma":[0.00001284373,0.0001824662,0.0002058029,0.000003521622,0.000159468,0.00007155104,0.00006143923,0.0001654489,0.0002694173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001307418,"about_ca_system_score_gemma":0.0001495458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001675883,"about_ca_topic_score_gemma":0.000004790686,"domain_scores_codex":[0.9991289,0.000006628751,0.0003228459,0.0002252889,0.0001797058,0.000136599],"domain_scores_gemma":[0.9988455,0.00007926828,0.0001741161,0.0006632002,0.0001642102,0.00007372082],"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":[0.000003950297,0.00006153949,0.000007336546,0.00002641296,0.00009606619,0.000001044489,0.00002157566,0.000001376767,0.0002945081,0.9877013,0.001240232,0.01054467],"study_design_scores_gemma":[0.002770914,0.0002679572,0.00001515395,0.0008963993,0.0005092979,0.000005969959,0.0001179274,0.007012825,0.008862733,0.5023907,0.4758272,0.001322947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000544491,0.00005364194,0.004189215,0.00005365857,0.0001830522,0.0002023661,0.0004786964,0.00001931747,0.9947656],"genre_scores_gemma":[0.2418054,0.000002060129,0.001837468,0.000009245096,0.001450103,0.00001470709,0.0001461973,0.00005165464,0.7546831],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4853106,"threshold_uncertainty_score":0.9932647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315498777637226,"score_gpt":0.3392371193032463,"score_spread":0.3076872415395237,"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."}}