{"id":"W4413966019","doi":"10.70930/tac/2lml8mzi","title":"Weak vertical composition","year":2024,"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":"Composition (language); Computer science; Philosophy; Linguistics","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":[0.0008642758,0.0003656553,0.0003353226,0.001003141,0.001341137,0.001576424,0.0006303287,0.0004167054,0.005047068],"category_scores_gemma":[0.001696885,0.0003252327,0.0004811057,0.0006297661,0.002010593,0.002820415,0.004234397,0.0009520139,0.001050872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005249403,"about_ca_system_score_gemma":0.0005607412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068889,"about_ca_topic_score_gemma":0.001283101,"domain_scores_codex":[0.9988721,0.0001478409,0.00008949698,0.0002025902,0.0004653471,0.0002225806],"domain_scores_gemma":[0.9985784,0.0001756314,0.0001920675,0.0002613782,0.0005850719,0.0002074223],"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":[0.00003949136,0.00002904893,0.004862831,0.0001404483,0.00003259885,0.0005140646,0.001197142,0.001031453,0.01177846,0.9505252,0.0009232017,0.02892612],"study_design_scores_gemma":[0.0000163971,0.0002545367,0.00963557,0.0001886289,0.0001203008,0.00385242,0.00364632,0.01874592,0.03431658,0.8213717,0.1077975,0.00005417328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5074268,0.001479534,0.3467215,0.0006023798,0.0002356612,0.0001075906,0.0002861593,0.0003773642,0.1427631],"genre_scores_gemma":[0.9364293,0.0004819391,0.03852836,0.0002002916,0.00007086952,0.00007671845,0.00030305,0.00007523601,0.02383413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005047068,"threshold_uncertainty_score":0.01688415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377454632815755,"score_gpt":0.298700218388448,"score_spread":0.2849256720602904,"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."}}