{"id":"W6891979985","doi":"10.48660/22100071","title":"Special Guest Talk - 'From nonlinear optics to high intensity laser physics'","year":2022,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Laser; Nonlinear system; Intensity (physics); Relative intensity noise; Nonlinear optics","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":["insufficient_payload"],"category_scores_codex":[0.0001226912,0.0006191022,0.0008599158,0.0002374536,0.00009476295,0.00008467717,0.0007584817,0.0002780015,0.06435607],"category_scores_gemma":[0.0001130357,0.0006886177,0.0002096193,0.0005059714,0.0001137304,0.00005410882,0.0009705665,0.0007611992,0.07343388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004718234,"about_ca_system_score_gemma":0.0001164123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291478,"about_ca_topic_score_gemma":0.00273138,"domain_scores_codex":[0.997338,0.00008570815,0.0003059485,0.0009009294,0.0008236615,0.0005457446],"domain_scores_gemma":[0.9980345,0.00005145759,0.0002938558,0.001254093,0.0001007415,0.0002653917],"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":[0.00008991714,0.0002792571,0.0001302482,0.00001642017,0.0002156755,0.0002408197,0.0001606418,0.00003641621,0.000155357,0.00013594,0.9981446,0.0003947149],"study_design_scores_gemma":[0.0004766725,0.00008103402,0.0001459624,0.00006471243,0.0001772285,0.000003933681,0.00006093816,0.00005009451,0.0003650701,0.0001063902,0.9977026,0.00076539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00421052,0.00004883251,0.0000312692,0.0002262707,0.01354062,0.0008879115,0.02489579,0.00107205,0.9550868],"genre_scores_gemma":[0.0002695049,0.00002047476,0.01041966,0.001185182,0.2060418,0.00006277335,0.008266432,0.004313941,0.7694202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1925012,"threshold_uncertainty_score":0.9995565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671153567483306,"score_gpt":0.2442309803822592,"score_spread":0.2275194447074262,"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."}}