{"id":"W4413966230","doi":"10.70930/tac/py4jt3en","title":"Composing PROPs","year":2004,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Operator Algebra Research","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer graphics (images)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003141769,0.00006226966,0.0001086888,0.00003796324,0.0001352655,0.00001387546,0.0001093229,0.00002624545,0.00001668111],"category_scores_gemma":[0.00007316583,0.00005225084,0.00001584745,0.0001437145,0.0003192696,0.00008812527,0.00004621023,0.00007075009,0.000006554814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001263073,"about_ca_system_score_gemma":0.00003504329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002381635,"about_ca_topic_score_gemma":0.000001512052,"domain_scores_codex":[0.9995423,0.00003268477,0.0001343019,0.0001028915,0.00009085254,0.00009694746],"domain_scores_gemma":[0.9993768,0.000240668,0.00004399935,0.0002236863,0.00007984645,0.00003503054],"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":[0.00002255366,0.00004972903,0.00002268967,0.00006272852,0.000008423765,1.864454e-7,0.0004230126,0.00001095954,0.005177256,0.9900126,0.000004736537,0.004205106],"study_design_scores_gemma":[0.000160144,0.00002094665,0.00002655795,0.000008749166,0.000008811788,0.000005081857,0.0006241348,0.000001053725,0.0747357,0.9237461,0.0006090275,0.00005369093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4334378,0.0005501768,0.5573488,0.0002662755,0.00001135794,0.0006974741,0.00001025171,0.0001011552,0.00757667],"genre_scores_gemma":[0.9870458,0.00002403737,0.01255818,0.0000124416,0.00002853117,0.0001165322,0.00000278188,0.00001070539,0.0002009396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5536081,"threshold_uncertainty_score":0.2130727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304290124891172,"score_gpt":0.3358644827788222,"score_spread":0.3128215815299105,"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."}}