{"id":"W2966599750","doi":"10.70930/tac/5qsiw9mr","title":"Bicategories of fractions revisited: towards small homs and canonical 2-cells","year":2022,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Class (philosophy); Equivalence (formal languages); Set (abstract data type); Canonical form; Computer science; Equivalence relation; Algebra over a field; Mathematics; Pure mathematics; Artificial intelligence; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002201168,0.0005453159,0.0006638679,0.00291031,0.002216689,0.003557318,0.0008543224,0.0008887381,0.004250085],"category_scores_gemma":[0.002040872,0.0004588357,0.0005741795,0.001409456,0.005893434,0.006462274,0.005159231,0.001807382,0.0006046322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220855,"about_ca_system_score_gemma":0.0008659287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003248374,"about_ca_topic_score_gemma":0.003453419,"domain_scores_codex":[0.9983959,0.0004319686,0.0001212738,0.0002737291,0.0004489365,0.0003282554],"domain_scores_gemma":[0.9985114,0.0005015293,0.0001226589,0.0002091011,0.0004024115,0.0002529202],"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":[0.00002055999,0.000007858255,0.0006559726,0.00007227778,0.000004073078,0.0001919441,0.001574074,0.0003887843,0.00183335,0.9863012,0.0003738173,0.008575913],"study_design_scores_gemma":[0.00001145385,0.00005931307,0.001938014,0.00009566049,0.00001901343,0.0008537657,0.002756715,0.003483108,0.004807308,0.9500139,0.03590317,0.00005853657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5628581,0.00526198,0.3456595,0.002130342,0.0004089583,0.000109874,0.0002497027,0.0005767005,0.08274485],"genre_scores_gemma":[0.9422393,0.00102542,0.04401967,0.0005523817,0.0001459335,0.00007158743,0.000135656,0.0001167417,0.01169323],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004250085,"threshold_uncertainty_score":0.01421791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863015507128325,"score_gpt":0.2862545452098089,"score_spread":0.2676243901385257,"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."}}