{"id":"W4249263492","doi":"10.1007/978-3-030-06212-5_1","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004293922,0.0008481729,0.0005175977,0.001691816,0.001214864,0.00336325,0.001279366,0.001395332,0.5022169],"category_scores_gemma":[0.001554982,0.0002885894,0.0004182403,0.001492845,0.0006061288,0.002886272,0.001960553,0.001753575,0.3966166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281301,"about_ca_system_score_gemma":0.00164218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002015434,"about_ca_topic_score_gemma":0.003802895,"domain_scores_codex":[0.99957,0.00004452372,0.00001471671,0.00009078821,0.000232602,0.0000473667],"domain_scores_gemma":[0.9995228,0.00007068654,0.0000177529,0.00006516845,0.0002375525,0.000086034],"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":[0.00001755559,0.00003467944,0.00006837511,0.0001752774,0.000001911264,0.0000372792,0.0001056347,0.0001697359,0.000367922,0.05872731,0.7841848,0.1561095],"study_design_scores_gemma":[9.389836e-7,0.000003404562,0.00004585306,0.0000492724,5.788293e-7,0.00002116092,0.00002193674,0.00001983557,0.0000527451,0.004593933,0.9951887,0.000001633276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002598925,0.002546466,0.003172578,0.001567655,0.003595291,0.00007641046,0.001045175,0.0003571359,0.9873794],"genre_scores_gemma":[0.0008969286,0.001437865,0.00078155,0.0005481528,0.000562845,0.00004094255,0.0007060927,0.0001359307,0.9948896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5022169,"threshold_uncertainty_score":0.7100271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03382300985770786,"score_gpt":0.2794865602866018,"score_spread":0.2456635504288939,"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."}}