{"id":"W2920086901","doi":"10.1038/s42254-019-0041-7","title":"Topology in abundance","year":2019,"lang":"en","type":"article","venue":"Nature Reviews Physics","topic":"Topological Materials and Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Topology (electrical circuits); Topological data analysis; Abundance (ecology); Topological space; Category of topological spaces","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":[0.0004378594,0.0003400477,0.0007879189,0.001738249,0.001412435,0.002745816,0.0005654465,0.001037501,0.01572399],"category_scores_gemma":[0.002084234,0.0002541821,0.0002908045,0.0009579262,0.003424847,0.008090787,0.002155268,0.001615918,0.002060728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008381032,"about_ca_system_score_gemma":0.0004018161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004380093,"about_ca_topic_score_gemma":0.0003530991,"domain_scores_codex":[0.9996333,0.00008740758,0.00001693658,0.00006762011,0.0001530782,0.00004158412],"domain_scores_gemma":[0.999464,0.0001556133,0.00005319017,0.0001097378,0.0001234516,0.00009409207],"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":[0.000001674425,0.000001184145,0.00001764456,0.000009420621,9.642612e-7,0.000005350953,0.00003024187,0.00009569536,0.00004682716,0.9962291,0.001800747,0.001761039],"study_design_scores_gemma":[0.000001011217,0.000001131313,0.00003084057,0.000003614716,5.79918e-7,0.00002150817,0.00001535931,0.0002401721,0.00002025852,0.9920905,0.007573758,0.000001282445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.08477471,0.01372888,0.09917521,0.02663927,0.003477083,0.00005618744,0.0009643933,0.0007469872,0.7704372],"genre_scores_gemma":[0.8732916,0.007484454,0.01506819,0.002174115,0.004602201,0.0001387581,0.0006665117,0.0003950869,0.09617899],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01572399,"threshold_uncertainty_score":0.05260205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009311189924985822,"score_gpt":0.2820507432308876,"score_spread":0.2727395533059018,"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."}}