{"id":"W4413460644","doi":"10.1109/cleo/europe-eqec65582.2025.11109280","title":"Real-Time State Discriminator for Searching Laser Cavity-Solitons in a Microresonator Filtered Fiber Laser","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Fiber Laser Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Discriminator; Fiber laser; Laser; Optics; Optoelectronics; Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007695009,0.0004765066,0.0004500588,0.001019088,0.0003691563,0.0005833049,0.0009793031,0.0007415388,0.002175666],"category_scores_gemma":[0.002092174,0.0001640556,0.0001979176,0.0006911173,0.0002735161,0.0005111865,0.0006076487,0.0004824184,0.0006913376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003967818,"about_ca_system_score_gemma":0.0005158554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180959,"about_ca_topic_score_gemma":0.002436874,"domain_scores_codex":[0.9997265,0.00004052695,0.00001940606,0.0001115924,0.00007352653,0.0000284279],"domain_scores_gemma":[0.9992699,0.0003802374,0.0001231974,0.00006198988,0.0001033487,0.000061299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001215751,0.0004560566,0.02411634,0.0002901281,0.0001159859,0.0002981059,0.000311178,0.04365973,0.2058251,0.003065414,0.005482391,0.7151638],"study_design_scores_gemma":[0.00003535321,0.0001409691,0.006144525,0.00001020952,0.00001462173,0.0001192824,0.00007981122,0.9446542,0.04524382,0.001529412,0.00199791,0.0000298846],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2886977,0.0004421362,0.6941502,0.0004296642,0.0001136002,0.0002314493,0.002626417,0.01108515,0.002223674],"genre_scores_gemma":[0.5312867,0.00007845985,0.4657135,0.0001136629,0.00003877749,0.0002397167,0.001506097,0.0001062493,0.0009169716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002175666,"threshold_uncertainty_score":0.007278323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008813721468088863,"score_gpt":0.2828748877884071,"score_spread":0.2740611663203183,"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."}}