{"id":"W4323863033","doi":"10.21203/rs.3.rs-2574423/v1","title":"A Random Optical Parametric Oscillator","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Optical parametric oscillator; Parametric statistics; Parametric oscillator; Optical parametric amplifier; Physics; Mathematics; Optics; Statistics; Laser; Optical amplifier","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002123464,0.0002894437,0.0005980784,0.0006369749,0.000234617,0.0003801194,0.0006151051,0.0002105465,0.0007991021],"category_scores_gemma":[0.000336961,0.0002465544,0.0004100526,0.0007934286,0.0001985705,0.00004329881,0.001260792,0.002040375,0.00168093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008758697,"about_ca_system_score_gemma":0.0003919497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005915381,"about_ca_topic_score_gemma":0.00000665556,"domain_scores_codex":[0.9963234,0.0003621581,0.0003769675,0.0007443717,0.001259813,0.0009332753],"domain_scores_gemma":[0.9967825,0.001540266,0.00007129451,0.0008853996,0.0003148064,0.0004057207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003160689,0.002065727,0.3290011,0.005241895,0.002883187,0.0007331056,0.003168304,0.01596383,0.0008461548,0.02930907,0.4969988,0.1106281],"study_design_scores_gemma":[0.0649645,0.001811485,0.2024853,0.01083867,0.0006152076,0.00001283894,0.007843969,0.06873406,0.00814461,0.4012985,0.2245131,0.008737778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629405,0.0004264046,0.006345418,0.002189792,0.001957025,0.002833482,0.000515789,0.0003217089,0.02246994],"genre_scores_gemma":[0.9926609,0.00005440823,0.0004461779,0.000008671054,0.001633739,0.0006014361,0.0002346664,0.00008012262,0.004279925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3719894,"threshold_uncertainty_score":0.9999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08851588848195992,"score_gpt":0.3965494940579998,"score_spread":0.3080336055760399,"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."}}