{"id":"W6948086100","doi":"10.48660/23060017","title":"Analogue quasinormal mode oscillations of optical solitons","year":2023,"lang":"en","type":"other","venue":"PIRSA","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Mode (computer interface); Oscillation (cell signaling); Noise (video); Field (mathematics); Stability (learning theory)","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":["insufficient_payload"],"category_scores_codex":[0.00004542829,0.00008420934,0.0001494785,0.00004245144,0.00006929872,0.000002076813,0.0001165452,0.0001483118,0.003172961],"category_scores_gemma":[0.00002574887,0.0000757559,0.00005413228,0.0001021291,0.0003374666,0.00001938236,0.000216576,0.00007924301,0.002599058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003768442,"about_ca_system_score_gemma":0.000005332136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001499388,"about_ca_topic_score_gemma":0.02350156,"domain_scores_codex":[0.9994992,0.0000135373,0.00007966459,0.0001538124,0.0001086885,0.0001450772],"domain_scores_gemma":[0.9997476,0.00004428172,0.00005184913,0.0001212763,0.000002176921,0.00003284487],"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":[0.000003075897,0.00005034339,0.2223809,0.00001054738,0.0000679939,0.000007986912,0.0001431453,0.00007275361,0.00002409523,0.000448571,0.7763605,0.0004301031],"study_design_scores_gemma":[0.0003065478,0.0001069037,0.4060546,0.00004077646,0.000170419,0.000002902762,0.0002451773,0.0001369342,0.00006765583,0.0003506797,0.5921184,0.0003989431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002624567,0.0000400258,0.00005308997,0.0003617665,0.0002305665,0.0000959499,0.0002119952,0.0001389323,0.9962431],"genre_scores_gemma":[0.1822669,0.0003665645,0.002076923,0.0001624503,0.0002022347,0.00001047065,0.00005724642,0.0001652513,0.814692],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1842421,"threshold_uncertainty_score":0.9981775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849551637864782,"score_gpt":0.2450665441431649,"score_spread":0.2265710277645171,"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."}}