{"id":"W7132238456","doi":"","title":"OSA Trends in Optics and Photonics","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001648107,0.0004485505,0.000764845,0.00108966,0.00311743,0.003120429,0.0009732071,0.00272042,0.1549597],"category_scores_gemma":[0.005029075,0.0004398889,0.0006213419,0.0007007879,0.0008439872,0.002536047,0.001177347,0.002150838,0.08270016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422532,"about_ca_system_score_gemma":0.002199361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001865102,"about_ca_topic_score_gemma":0.005553626,"domain_scores_codex":[0.9987854,0.00008983218,0.00005084951,0.0001443863,0.0007643906,0.0001650911],"domain_scores_gemma":[0.9934135,0.0003016957,0.0001426349,0.0006318823,0.004703289,0.0008070295],"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":[0.0003643753,0.0001362233,0.002011588,0.0005995045,0.00003585564,0.0004598413,0.000239489,0.0002558082,0.03715846,0.01686041,0.7277437,0.2141348],"study_design_scores_gemma":[0.0000337957,0.00009387919,0.004501143,0.0000615915,0.00002762034,0.0003616827,0.0001731381,0.001383896,0.01408645,0.004889083,0.9743487,0.00003916435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05161716,0.008363623,0.01761851,0.07922482,0.1513663,0.0006631189,0.002092901,0.00351372,0.6855399],"genre_scores_gemma":[0.04882173,0.002327819,0.003896404,0.002017391,0.007603077,0.00008354934,0.0009038091,0.0006389736,0.9337072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1549597,"threshold_uncertainty_score":0.5183918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02247136449798434,"score_gpt":0.2289132929597464,"score_spread":0.2064419284617621,"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."}}