{"id":"W3163872065","doi":"10.5334/jors.251","title":"Pymrio – A Python Based Multi-Regional Input-Output Analysis Toolbox","year":2021,"lang":"en","type":"article","venue":"Journal of Open Research Software","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Norges Forskningsråd; Albert-Ludwigs-Universität Freiburg; European Commission; Polytechnique Montréal; Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Python (programming language); Computer science; Toolbox; Interoperability; Visualization; Parsing; Software; Software engineering; Programming language; Data mining; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001660017,0.002123123,0.001074702,0.001468557,0.0006007018,0.002444671,0.002881325,0.0007407755,0.07723029],"category_scores_gemma":[0.005585725,0.001255154,0.002127715,0.00108701,0.0007871104,0.002755001,0.003575837,0.00294464,0.03834044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000641131,"about_ca_system_score_gemma":0.002043249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002905255,"about_ca_topic_score_gemma":0.002762112,"domain_scores_codex":[0.9990442,0.0001340806,0.00012224,0.0002440476,0.0003173148,0.0001382084],"domain_scores_gemma":[0.9982105,0.0007668474,0.0001570944,0.0003431766,0.0003813766,0.0001410347],"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":[0.00137757,0.0003332314,0.008213526,0.004592411,0.0006758179,0.00131687,0.001494375,0.03268207,0.03077815,0.03416948,0.6581721,0.2261944],"study_design_scores_gemma":[0.000328039,0.00009064607,0.006113649,0.0004948085,0.0001479723,0.0007619741,0.0002326986,0.1535568,0.04642528,0.05127588,0.7402341,0.0003381995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002706464,0.0001300552,0.3971249,0.0002229322,0.0001416373,0.0002139849,0.02942718,0.561098,0.008934842],"genre_scores_gemma":[0.05983004,0.0005843093,0.4480787,0.001060212,0.0001517154,0.002124907,0.08458002,0.378695,0.02489513],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.07723029,"threshold_uncertainty_score":0.258361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.137775458652134,"score_gpt":0.4194143989123656,"score_spread":0.2816389402602316,"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."}}