{"id":"W2609976876","doi":"10.1090/crmm/017/08","title":"Applications in topology","year":2002,"lang":"en","type":"book-chapter","venue":"CRM monograph series","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Topology (electrical circuits); Computer science; Engineering; Electrical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001213264,0.0004120199,0.0007102443,0.0004891534,0.0001330817,0.00001541002,0.0003888621,0.001044636,0.003075931],"category_scores_gemma":[0.00003246998,0.0004146318,0.000229161,0.00008688102,0.001044546,0.00007180281,0.0001128261,0.0006648226,0.0001639806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004838575,"about_ca_system_score_gemma":0.00004016797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001123176,"about_ca_topic_score_gemma":0.0002603109,"domain_scores_codex":[0.9984502,0.00003974306,0.0005527493,0.0004709728,0.0001107519,0.000375556],"domain_scores_gemma":[0.9986123,0.0002944632,0.0002376842,0.0007303507,0.00004941987,0.00007575366],"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":[0.00001205095,0.00003269193,0.0003033814,0.00006286133,0.00007969707,0.00004372879,0.000420618,1.110927e-7,0.000001710338,0.9958816,0.00186893,0.001292657],"study_design_scores_gemma":[0.0001175691,0.00007384904,0.00004096235,0.00002534023,0.00005187487,0.00006148814,0.00008130162,4.995329e-7,0.00001932434,0.7083172,0.2909526,0.0002580441],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001109692,0.001316927,0.0003537902,0.0006028751,0.0003311022,0.0006787749,0.00004004325,0.0002269822,0.9953398],"genre_scores_gemma":[0.02249392,0.002549309,0.003601189,0.0003695127,0.0004242123,0.0006826041,0.0001137346,0.0001883379,0.9695772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2890837,"threshold_uncertainty_score":0.9998305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246034629847978,"score_gpt":0.2798362972165483,"score_spread":0.2473759509180686,"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."}}