{"id":"W4413966229","doi":"10.70930/tac/wyn9kucs","title":"Comparative Smootheology","year":2011,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.002763962,0.0005893638,0.0007269058,0.004616627,0.003130254,0.00367368,0.001012212,0.001254236,0.01412052],"category_scores_gemma":[0.004563854,0.0002563447,0.0007546901,0.003330231,0.008808819,0.007176841,0.004511619,0.002036602,0.001176793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002636606,"about_ca_system_score_gemma":0.0006126816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199506,"about_ca_topic_score_gemma":0.001179572,"domain_scores_codex":[0.9974318,0.0011463,0.00008696551,0.0004785316,0.0006073908,0.0002491047],"domain_scores_gemma":[0.9976453,0.0009257704,0.0002006351,0.0004017834,0.0006450037,0.0001814912],"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":[0.000006372157,0.000003197461,0.000210469,0.00003725937,0.00000673973,0.0000262702,0.0005012229,0.00009646804,0.0001525325,0.9940488,0.0009769835,0.003933656],"study_design_scores_gemma":[0.000006014194,0.0000406422,0.001877473,0.00007636876,0.00001692239,0.0003066133,0.001277725,0.000576119,0.0005441845,0.8643217,0.1309383,0.00001796905],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.08593901,0.01703859,0.1624586,0.006611635,0.0008973536,0.00009401218,0.0006276687,0.0003279592,0.7260052],"genre_scores_gemma":[0.9198182,0.004765759,0.03109051,0.0009601483,0.0005792018,0.0001556023,0.0005046481,0.0001763636,0.04194958],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01412052,"threshold_uncertainty_score":0.04723781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123258423450956,"score_gpt":0.3125225312855394,"score_spread":0.2712899470510298,"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."}}