{"id":"W3145831108","doi":"10.70930/tac/dhk13m3w","title":"Variation on a comprehensive theme","year":2021,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Functor category; Adjoint functors; Functor; Natural transformation; Mathematics; Derived functor; Ext functor; Isomorphism (crystallography); Pure mathematics; Factorization; Fibration; Discrete mathematics; Chemistry; Homotopy; Algorithm","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":[0.001177022,0.0003174719,0.0003991577,0.00131866,0.002266655,0.003361597,0.0006158606,0.0007335393,0.009691044],"category_scores_gemma":[0.001999968,0.0001476503,0.000374041,0.0009884561,0.005990926,0.006123106,0.003973998,0.001690637,0.001458605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002214047,"about_ca_system_score_gemma":0.0008558126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728845,"about_ca_topic_score_gemma":0.001925722,"domain_scores_codex":[0.9988685,0.0003324259,0.00003451858,0.0003376734,0.0002864357,0.0001404933],"domain_scores_gemma":[0.9993796,0.0001501557,0.00002845638,0.0001784671,0.0001743545,0.00008895593],"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":[0.000002671579,0.000001095446,0.00003984031,0.000008312192,0.000001660182,0.00001191937,0.0002928755,0.00003661441,0.0000764265,0.9951018,0.002128426,0.002298415],"study_design_scores_gemma":[0.000004129445,0.00000909536,0.0002932466,0.00003264195,0.000005338948,0.0001221709,0.0003951681,0.0002699951,0.0001353232,0.836911,0.161815,0.000006800952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04620782,0.01436462,0.1098672,0.01909119,0.001968006,0.00003459369,0.0004786062,0.0004768531,0.8075111],"genre_scores_gemma":[0.8218498,0.004516018,0.02036079,0.003393653,0.001616974,0.0000967565,0.0004471546,0.0004879253,0.147231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009691044,"threshold_uncertainty_score":0.03241974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126789815156497,"score_gpt":0.296628264752698,"score_spread":0.2753603666011331,"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."}}