{"id":"W2184481877","doi":"10.70930/tac/4gy91eot","title":"Range Categories II: Towards Regularity","year":2012,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Idempotence; Categorical variable; Axiom; Isomorphism (crystallography); Context (archaeology); Pure mathematics; Algebra over a field; Discrete mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113531,0.0001420617,0.0002817483,0.00006153154,0.0003284559,0.000007817456,0.0001979897,0.0001535369,0.0002440075],"category_scores_gemma":[0.0001732239,0.0001225024,0.00005091054,0.0001557964,0.001036968,0.0001537096,0.0001293996,0.000136901,0.00001103504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001004484,"about_ca_system_score_gemma":0.00003682193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001724594,"about_ca_topic_score_gemma":0.000005427657,"domain_scores_codex":[0.9990571,0.0001766483,0.0002703513,0.00014935,0.00009303125,0.0002535768],"domain_scores_gemma":[0.9988265,0.0004576556,0.0001314743,0.000425847,0.00007688277,0.00008161325],"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":[0.00004975796,0.0001459773,0.0009487818,0.00007029554,0.00004404814,2.003091e-7,0.003009574,3.798738e-8,0.0001517483,0.9864891,0.0002457888,0.008844706],"study_design_scores_gemma":[0.000165926,0.000042614,0.0009923567,0.000003025051,0.00008270767,0.00003510217,0.001404635,3.105402e-7,0.009670843,0.9736995,0.0137764,0.0001266113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765168,0.004184877,0.06586359,0.001096069,0.0002232295,0.0008015044,0.00004362553,0.0002420057,0.05102826],"genre_scores_gemma":[0.9956734,0.00007534946,0.001449363,0.00006646594,0.0001860346,0.0002555747,0.00001049691,0.00001370395,0.002269574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191566,"threshold_uncertainty_score":0.4995504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175163416479131,"score_gpt":0.2979352775304807,"score_spread":0.2761836433656893,"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."}}