{"id":"W2811415544","doi":"10.1145/3197517.3201277","title":"FEPR","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Nvidia; National Science Foundation","keywords":"Integrator; Computer science; Projection (relational algebra); Dissipation; Position (finance); Dissipative system; Algorithm; Manifold (fluid mechanics); Overhead (engineering); Control theory (sociology); Artificial intelligence; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001710096,0.0001288723,0.0001002202,0.0004192522,0.0003521497,0.0001435171,0.001155113,0.00008285412,0.0000355369],"category_scores_gemma":[0.00001079929,0.0001261733,0.0001097105,0.001325471,0.0001159475,0.0002846368,0.00002323399,0.0001654308,0.00003459424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001108899,"about_ca_system_score_gemma":0.00003140636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001401904,"about_ca_topic_score_gemma":0.00002730281,"domain_scores_codex":[0.9990031,0.00004181159,0.0001780027,0.0003410901,0.0002384208,0.0001976275],"domain_scores_gemma":[0.9984421,0.00007768871,0.00004474719,0.001170051,0.0001796289,0.00008578856],"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":[0.000003542708,0.000140755,0.00009027027,0.000004107938,0.00002184715,0.000002113607,0.0002537624,0.000003444171,0.00005620207,0.9468145,0.001070958,0.05153854],"study_design_scores_gemma":[0.0007707425,0.00186223,0.003998517,0.00008289079,0.00003044965,0.00004965881,0.00002336746,0.2372249,0.05093503,0.5964956,0.1075167,0.001009911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001493361,0.0000155286,0.9956449,0.0009166528,0.0004620638,0.0001015953,0.000002771957,0.0007455742,0.0006175098],"genre_scores_gemma":[0.9432607,0.0001203819,0.05387892,0.002529963,0.00007306076,0.00002257309,0.000001314433,0.00001338784,0.00009965996],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9417674,"threshold_uncertainty_score":0.5145198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03011662794364336,"score_gpt":0.3025465424424946,"score_spread":0.2724299144988512,"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."}}