{"id":"W4404298375","doi":"10.7202/1114536ar","title":"X: where paths cross","year":2024,"lang":"en","type":"article","venue":"Performance Matters","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NSCAD University; Ontario College of Art and Design","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003030939,0.0001210787,0.0001014112,0.000114665,0.0001766949,0.001143605,0.0005695051,0.00003342142,0.00009328806],"category_scores_gemma":[0.000006022788,0.0001026646,0.00004719498,0.00027601,0.00003863754,0.002112361,0.0001606382,0.0001301275,0.0009996479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003655387,"about_ca_system_score_gemma":0.0000500832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000188847,"about_ca_topic_score_gemma":2.614422e-7,"domain_scores_codex":[0.9990175,0.000007766147,0.0002830509,0.000198115,0.0002315625,0.0002619532],"domain_scores_gemma":[0.9995045,0.00003177807,0.00005937972,0.0003036289,0.00004455633,0.00005616082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005155847,0.00006356917,0.005081029,0.01034166,0.0000633082,0.00003155058,0.03590475,0.004093346,0.0002590411,0.06113246,0.1314267,0.7515974],"study_design_scores_gemma":[0.00007584332,0.00001668868,0.0006724984,0.0003509385,0.000002112182,0.00004399498,0.00003374202,0.9218969,0.0007612004,0.0006913804,0.07526899,0.0001856822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1465621,0.0006783548,0.8264438,0.00321021,0.001909463,0.0001198782,0.000001330864,0.00105989,0.02001493],"genre_scores_gemma":[0.9732352,0.00009501691,0.02082686,0.003397257,0.0001629767,0.00001377792,0.000002140565,0.00001738743,0.002249386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9178036,"threshold_uncertainty_score":0.9998933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084912984910469,"score_gpt":0.2539984622970087,"score_spread":0.243149332447904,"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."}}