{"id":"W6968375403","doi":"10.5281/zenodo.208994","title":"firedrakeproject/firedrake: an automated finite element system","year":2016,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Set (abstract data type); Finite element method; Element (criminal law); Calculus (dental)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001774746,0.001535193,0.001211113,0.001373315,0.0006270324,0.001698684,0.002946447,0.001712878,0.1312764],"category_scores_gemma":[0.003948714,0.001466542,0.001085703,0.0007135805,0.0005536326,0.001689654,0.002107997,0.002063871,0.04043058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004919164,"about_ca_system_score_gemma":0.001168357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001868033,"about_ca_topic_score_gemma":0.003531726,"domain_scores_codex":[0.9990324,0.0001166879,0.0001129259,0.0001464403,0.0005273758,0.00006424985],"domain_scores_gemma":[0.9987729,0.0004957653,0.00005995469,0.0002063449,0.0004112508,0.00005373283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006617018,0.0002920639,0.001770705,0.001413937,0.000212049,0.0002495067,0.0004079412,0.07271424,0.03760646,0.01544646,0.5390648,0.3301601],"study_design_scores_gemma":[0.0004728186,0.0001251959,0.001290458,0.0002314348,0.00005227322,0.0003418431,0.0001008689,0.5413797,0.04219878,0.01237365,0.401273,0.0001598928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0036844,0.0002686664,0.7461299,0.0002088278,0.0003082951,0.000432698,0.01240278,0.2228897,0.01367484],"genre_scores_gemma":[0.06828897,0.0004433086,0.7466025,0.0004256193,0.0001287003,0.002247345,0.04689673,0.1040923,0.03087462],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1312764,"threshold_uncertainty_score":0.4391631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637249549306588,"score_gpt":0.273753633406432,"score_spread":0.2473811379133661,"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."}}