{"id":"W4413965884","doi":"10.70930/tac/8cw8rvm2","title":"Decorated cospans","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":2,"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":[0.0008916474,0.0003874196,0.0003069481,0.0009770255,0.001133504,0.001248335,0.0005818321,0.0004830339,0.006275793],"category_scores_gemma":[0.001288042,0.0002703273,0.0005818415,0.0005256342,0.002145688,0.002730416,0.003410647,0.0006760909,0.0008477633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006242656,"about_ca_system_score_gemma":0.0005081493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007887663,"about_ca_topic_score_gemma":0.0009604192,"domain_scores_codex":[0.999082,0.0001454368,0.00005830861,0.0003083787,0.0002508943,0.0001549543],"domain_scores_gemma":[0.9992718,0.0001223335,0.00005682687,0.0002178698,0.0002112654,0.0001198687],"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":[0.00003531413,0.0000211919,0.0008252872,0.00004785353,0.00001544942,0.0003639831,0.0009220214,0.0005572942,0.006700375,0.967882,0.001057924,0.02157119],"study_design_scores_gemma":[0.00001590339,0.0001400746,0.002933877,0.00006190089,0.00004963892,0.001385912,0.0007569352,0.006340174,0.02128451,0.7842541,0.1827214,0.00005556284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2834732,0.0009375717,0.6100847,0.0004367617,0.0006808358,0.0001711114,0.0005840322,0.001470257,0.1021616],"genre_scores_gemma":[0.8337366,0.0004523169,0.1223542,0.0004195179,0.0001741222,0.0002343826,0.000617101,0.0003607295,0.04165106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006275793,"threshold_uncertainty_score":0.02099466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00898121578396179,"score_gpt":0.246473586578292,"score_spread":0.2374923707943302,"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."}}