{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002319934,0.0009073201,0.0009286003,0.001667648,0.004364949,0.0145592,0.001630541,0.003813141,0.1463456],"category_scores_gemma":[0.01483653,0.0007322695,0.0006654902,0.00249916,0.003954816,0.0242333,0.004642815,0.005431573,0.03695612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401798,"about_ca_system_score_gemma":0.002534645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005123532,"about_ca_topic_score_gemma":0.003194661,"domain_scores_codex":[0.9975156,0.00067815,0.00008886158,0.0008172143,0.0003792001,0.0005210417],"domain_scores_gemma":[0.9947264,0.001955805,0.000440596,0.00102751,0.00115404,0.0006955977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001109636,0.00002513345,0.001173776,0.0001325458,0.00002291196,0.0001398371,0.001089717,0.0002993801,0.0005311921,0.9051529,0.05905595,0.03226567],"study_design_scores_gemma":[0.00002916179,0.00002764682,0.001489563,0.0002547733,0.00002984298,0.000231014,0.002695289,0.0006523106,0.0008118978,0.6788473,0.3148903,0.00004084509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03974852,0.0085502,0.07205652,0.07284183,0.008136427,0.0001628328,0.004087856,0.002893265,0.7915226],"genre_scores_gemma":[0.5395576,0.009424305,0.02652249,0.01367658,0.002386667,0.0003509174,0.002893076,0.00465235,0.400536],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1463456,"threshold_uncertainty_score":0.4895748,"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."}}