{"id":"W2897174546","doi":"10.1140/epjst/e2018-00103-0","title":"Special issue on nonlinear phenomena in physics: new techniques and applications","year":2018,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Nonlinear system; Physics; Theoretical physics; Statistical physics; Computer science; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00194281,0.002788938,0.002971965,0.003529293,0.002014915,0.005136528,0.002402655,0.005249354,0.0795231],"category_scores_gemma":[0.002344866,0.0006986906,0.001674411,0.001588345,0.001126107,0.003582208,0.002533729,0.003445711,0.02464687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605801,"about_ca_system_score_gemma":0.001929498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003161257,"about_ca_topic_score_gemma":0.001011228,"domain_scores_codex":[0.9986111,0.0001200781,0.0001288457,0.0002633083,0.0006721164,0.0002045687],"domain_scores_gemma":[0.9969248,0.0005075435,0.0003363555,0.0001985956,0.0009087033,0.001124043],"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":[0.0001728498,0.0001468147,0.0002642191,0.001216954,0.00006131802,0.0003251939,0.00002932868,0.0001738904,0.00330805,0.004059012,0.9193364,0.07090604],"study_design_scores_gemma":[0.00002629287,0.0001169495,0.0009268681,0.0001215638,0.00003834532,0.0004548014,0.00001834941,0.0002403383,0.0005178079,0.002134277,0.9953897,0.00001458929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001391723,0.03754001,0.001251522,0.01673002,0.8785954,0.0001812103,0.0002922855,0.0002885692,0.06372926],"genre_scores_gemma":[0.004049227,0.0264321,0.0005706002,0.004689533,0.8287144,0.0001209277,0.0004699811,0.0002117415,0.1347416],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0795231,"threshold_uncertainty_score":0.2660313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408290970247992,"score_gpt":0.2708452977956808,"score_spread":0.2567623880932008,"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."}}