{"id":"W1745177313","doi":"10.1090/conm/643/12895","title":"Cluster categories for topologists","year":2015,"lang":"en","type":"other","venue":"Contemporary mathematics - American Mathematical Society","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mathematics; Cluster (spacecraft); Computer science; Programming language","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":[0.000625674,0.0003226995,0.0002900947,0.001917063,0.003067528,0.003775396,0.0006247759,0.00108547,0.01550826],"category_scores_gemma":[0.001334181,0.0001361303,0.0003634738,0.002132409,0.004745729,0.005686732,0.003276545,0.001393063,0.001280226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002593193,"about_ca_system_score_gemma":0.001037281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003904538,"about_ca_topic_score_gemma":0.003998124,"domain_scores_codex":[0.9994825,0.0001850822,0.00001827029,0.00008858192,0.0001422827,0.00008334804],"domain_scores_gemma":[0.999351,0.0002000342,0.00004806539,0.0001143111,0.0001481609,0.0001385158],"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":[0.00000125528,7.297041e-7,0.00003295899,0.000005948716,7.083572e-7,0.000006621365,0.0001351215,0.0000566642,0.00003940632,0.9973144,0.001211391,0.001194811],"study_design_scores_gemma":[0.00000245194,0.000004675976,0.000147691,0.00001612523,0.000002813413,0.00006209913,0.0005248129,0.0006366057,0.0001245953,0.9371015,0.06137121,0.00000541606],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.09740368,0.00659358,0.1767834,0.01442116,0.001263737,0.00004548767,0.0007473015,0.0006332669,0.7021083],"genre_scores_gemma":[0.8859599,0.002412165,0.0266948,0.001439561,0.000957354,0.00008543021,0.0004315869,0.0002594999,0.08175964],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01550826,"threshold_uncertainty_score":0.0518803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195569600697088,"score_gpt":0.3379573965123417,"score_spread":0.2660017005053709,"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."}}