{"id":"W329326931","doi":"10.1515/tmj-2015-0001","title":"Pitts monads and a lax descent theorem","year":2015,"lang":"en","type":"article","venue":"Tbilisi Mathematical Journal","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics; Descent (aeronautics); Topos theory; Morphism; Monad (category theory); Bounded function; Pure mathematics; Discrete mathematics; Algebra over a field; Functor; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00200386,0.0002285097,0.000484149,0.00009330593,0.0001531572,0.00008142225,0.0003017915,0.0002095073,0.0006582014],"category_scores_gemma":[0.002554771,0.0001614735,0.0001054176,0.0001032699,0.0004366938,0.0001319415,0.0001472205,0.0005897911,0.000158321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007606656,"about_ca_system_score_gemma":0.0001291206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001219314,"about_ca_topic_score_gemma":0.000002260076,"domain_scores_codex":[0.9980162,0.0003058981,0.0005936986,0.0002238687,0.000392468,0.0004679153],"domain_scores_gemma":[0.9978808,0.0008915372,0.0001856439,0.0003287837,0.0001515301,0.0005616847],"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":[0.00004962932,0.0002642341,0.0004259298,0.00005446303,0.00006399479,0.0001940322,0.002372355,5.307906e-7,0.00006189867,0.9897623,0.004019895,0.002730755],"study_design_scores_gemma":[0.0008433199,0.0002220126,0.00009111219,0.00004177308,0.00007037068,0.006801865,0.0009490016,0.0002692754,0.0002707194,0.9896013,0.000655992,0.0001832672],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325151,0.0003416407,0.03864572,0.003249093,0.0003327092,0.0002754488,0.000001896466,0.0001284656,0.02450993],"genre_scores_gemma":[0.9748669,0.00002689298,0.02365887,0.0003598979,0.000310002,0.00001273272,4.982439e-7,0.00003610329,0.0007280865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04235182,"threshold_uncertainty_score":0.7206844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06800691646938772,"score_gpt":0.33163640541837,"score_spread":0.2636294889489823,"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."}}