{"id":"W4245198223","doi":"10.1007/978-3-319-74451-3","title":"Relational Topology","year":2018,"lang":"en","type":"book","venue":"Lecture notes in mathematics","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Mathematics; Algebraic topology; Topology (electrical circuits); Algebraic number; General topology; Algebra over a field; Pure mathematics; Topological space; Combinatorics; Mathematical analysis","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":[0.0003991678,0.000737528,0.0007888963,0.001635647,0.001399117,0.004843761,0.0008664713,0.0006454687,0.0404426],"category_scores_gemma":[0.00129191,0.0004536542,0.0005780358,0.002458191,0.001720959,0.006696387,0.001692026,0.002535861,0.01522787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126004,"about_ca_system_score_gemma":0.0006291604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008321361,"about_ca_topic_score_gemma":0.0008530421,"domain_scores_codex":[0.9995168,0.00007914047,0.00002977963,0.0001424697,0.0001997671,0.00003192098],"domain_scores_gemma":[0.9996465,0.00009485389,0.00002262975,0.0001055008,0.00009422287,0.00003613683],"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":[0.00001066567,0.000007061849,0.00004390089,0.00007096392,0.000007655074,0.00002849885,0.0001092128,0.000314473,0.0003303419,0.944503,0.02509474,0.02947946],"study_design_scores_gemma":[0.000005434245,0.000008071466,0.0001177195,0.00003253586,0.00000827869,0.0001419148,0.0000616989,0.0005738382,0.000261619,0.7708408,0.2279411,0.000007015047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006483838,0.01587353,0.1139592,0.004422625,0.001662724,0.00006486951,0.001852039,0.0008614266,0.8548198],"genre_scores_gemma":[0.286442,0.02870145,0.1020728,0.002197704,0.003875135,0.0002776656,0.008485373,0.001335901,0.5666119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0404426,"threshold_uncertainty_score":0.135294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734411538513943,"score_gpt":0.2569818996096699,"score_spread":0.2296377842245305,"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."}}