{"id":"W2501781713","doi":"10.1007/1-4020-2721-4_9","title":"Discrete Modes and Nodes","year":2006,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Mathematical and Theoretical Analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0002080683,0.0005974339,0.0005035498,0.0009557916,0.0006351183,0.0022662,0.0005889199,0.000718089,0.02280351],"category_scores_gemma":[0.000551452,0.0002696709,0.0002363128,0.001147193,0.00190394,0.002826266,0.0008612646,0.001749832,0.005460453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008698102,"about_ca_system_score_gemma":0.0004471922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005209995,"about_ca_topic_score_gemma":0.0006767055,"domain_scores_codex":[0.9998677,0.00002936145,0.000005506781,0.00002652441,0.00005746505,0.00001348978],"domain_scores_gemma":[0.9998864,0.00003866768,0.000007636224,0.00003116146,0.00002249696,0.00001365796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003002364,0.000004586808,0.00001801063,0.00002746288,0.000001282039,0.0000108279,0.0001478451,0.0002383322,0.0002578881,0.9758459,0.008681839,0.01476294],"study_design_scores_gemma":[0.000003712584,0.000007027545,0.00006346936,0.00002790079,0.000002426177,0.00006013372,0.00008435221,0.0009648437,0.0001702493,0.8635185,0.135093,0.000004467201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008598632,0.01468056,0.05625814,0.002591455,0.00131428,0.00003199003,0.0001920284,0.0002761607,0.9160568],"genre_scores_gemma":[0.1822558,0.01525552,0.02235332,0.0007810728,0.001549793,0.0001353178,0.0003432747,0.000302569,0.7770234],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02280351,"threshold_uncertainty_score":0.07628536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299877506733533,"score_gpt":0.2743980390680661,"score_spread":0.2413992640007308,"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."}}