{"id":"W2913248536","doi":"10.1017/s0960129506005676","title":"Differential categories","year":2006,"lang":"en","type":"article","venue":"Mathematical Structures in Computer Science","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","keywords":"Computer science; Differential (mechanical device); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003306541,0.0001875348,0.0002418928,0.0001837726,0.0002115731,0.0007867247,0.001988233,0.00005221026,0.00003545102],"category_scores_gemma":[0.00002983323,0.0001334466,0.0000565977,0.0008201235,0.0004954627,0.0004804645,0.0006913927,0.0001409176,0.00004093339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006719192,"about_ca_system_score_gemma":0.00007365171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007085268,"about_ca_topic_score_gemma":0.00001439033,"domain_scores_codex":[0.9977869,0.00004178837,0.0003707026,0.0005813568,0.0006666828,0.0005525776],"domain_scores_gemma":[0.9990125,0.00009343812,0.00008570273,0.0006390795,0.00007003921,0.00009928723],"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":[7.230418e-7,0.00004075094,0.0007245645,0.00001915601,0.000001070794,0.00001951442,0.0002193299,0.0001377219,0.0001602147,0.9756806,0.00008724578,0.02290914],"study_design_scores_gemma":[0.0001522406,0.00002596122,0.007397497,0.000003186737,0.000001203216,0.00006420397,0.000003212511,0.1489859,0.001242107,0.8416963,0.0002543671,0.0001738387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02122209,0.00003480603,0.9748831,0.0001378436,0.0009541616,0.0001682635,1.885491e-7,0.0001734854,0.002426039],"genre_scores_gemma":[0.9270056,3.421081e-7,0.07265099,0.00006233608,0.0002245582,0.00000951255,6.164004e-7,0.000005328574,0.00004069913],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9057835,"threshold_uncertainty_score":0.7586404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394231334674149,"score_gpt":0.246129583237573,"score_spread":0.2321872698908315,"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."}}