{"id":"W4231743575","doi":"10.1007/978-1-4939-7131-2_100781","title":"Nonlinearity","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nonlinear system; Environmental 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":[0.0001819803,0.0009159274,0.0004870108,0.000727569,0.000712315,0.001412092,0.000694737,0.000711249,0.09221523],"category_scores_gemma":[0.0006399006,0.0002284322,0.0004516371,0.0004545579,0.0008949597,0.001771553,0.001657749,0.001799623,0.04827113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006615798,"about_ca_system_score_gemma":0.000566164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007588754,"about_ca_topic_score_gemma":0.0008643916,"domain_scores_codex":[0.9997783,0.00002223205,0.000007456804,0.0000542676,0.0001178394,0.00001982751],"domain_scores_gemma":[0.999877,0.00001969073,0.00001022568,0.00003217449,0.00004950547,0.00001144007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002951628,0.00002371496,0.0001014268,0.0002528913,0.00001231699,0.0001143534,0.00009505046,0.002595629,0.005687532,0.7637478,0.1076859,0.1196539],"study_design_scores_gemma":[0.000009203949,0.00002686887,0.0002471275,0.00008902471,0.00001152581,0.000402903,0.00005425006,0.00692842,0.005146482,0.2049483,0.782115,0.00002089616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001842461,0.002059228,0.04073628,0.001720436,0.001990078,0.00003371911,0.000362329,0.0004919945,0.9507636],"genre_scores_gemma":[0.02941638,0.003160879,0.007461578,0.0008886971,0.0007713911,0.0000875734,0.0004627744,0.000416211,0.9573345],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09221523,"threshold_uncertainty_score":0.3084907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008368018534715062,"score_gpt":0.1915381695731121,"score_spread":0.183170151038397,"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."}}