{"id":"W4413966088","doi":"10.70930/tac/8iml2nga","title":"Categories of weak fractions","year":2019,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Topology and Set Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0004072896,0.00009673813,0.0002437872,0.00006853371,0.00009737148,0.000003577945,0.0001340596,0.00007773099,0.0002695676],"category_scores_gemma":[0.00009766581,0.0000847949,0.00004292051,0.0001475041,0.0005953852,0.0001208329,0.00004397342,0.0001002378,0.00001879598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000500117,"about_ca_system_score_gemma":0.00002847355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004615364,"about_ca_topic_score_gemma":0.000002709817,"domain_scores_codex":[0.9993582,0.00007849181,0.000257517,0.0001339029,0.0000683803,0.0001034975],"domain_scores_gemma":[0.9981299,0.001176193,0.0001893614,0.0003782613,0.00009827885,0.00002801555],"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":[0.00007778037,0.00007060388,0.0003916527,0.000116675,0.00003640888,4.687794e-8,0.0006503005,0.000005125234,0.002113123,0.9946116,0.00004543501,0.001881259],"study_design_scores_gemma":[0.0001501066,0.0000374171,0.0001715317,0.00000688951,0.00004278981,0.000005264826,0.004554505,0.000001835502,0.02173673,0.9675114,0.005700978,0.00008060713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6625755,0.001363791,0.2403698,0.0002308484,0.0001320466,0.0008960373,0.00006551937,0.0001298452,0.09423663],"genre_scores_gemma":[0.9940096,0.00008407174,0.001621078,0.00001456011,0.00002946338,0.00007379705,0.000009072391,0.00001139105,0.004146947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3314341,"threshold_uncertainty_score":0.3457836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252724890722472,"score_gpt":0.2964441296379599,"score_spread":0.2839168807307351,"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."}}