{"id":"W6899263364","doi":"10.58079/sjln","title":"From projects to sustainable infrastructure: OPERAS at ELPUB 2018","year":2018,"lang":"en","type":"article","venue":"OpenEdition (OpenEdition)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Government (linguistics); Work (physics); Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001754154,0.0003456576,0.0002026905,0.001123791,0.002509972,0.008378377,0.0007499272,0.001776922,0.2003124],"category_scores_gemma":[0.00338834,0.0002401295,0.0001963222,0.002228957,0.00165267,0.006331561,0.005494067,0.002511676,0.04258576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004564621,"about_ca_system_score_gemma":0.004356767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008521521,"about_ca_topic_score_gemma":0.02129789,"domain_scores_codex":[0.9988369,0.0001654566,0.00003604423,0.00009861817,0.0005790134,0.0002839392],"domain_scores_gemma":[0.9985446,0.0001715895,0.0001025122,0.00009233776,0.0002674324,0.000821502],"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":[0.00003708504,0.00003206951,0.0002455285,0.00008781305,0.000001430488,0.0001440522,0.001512915,0.00005047135,0.0001597072,0.03796032,0.9128911,0.04687751],"study_design_scores_gemma":[0.00000211742,0.000002937089,0.0003160433,0.00003785251,3.918805e-7,0.00002580401,0.0004947496,0.00001036597,0.0000672544,0.0008914865,0.9981488,0.000002266734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005275187,0.006766837,0.001570838,0.05215704,0.00875477,0.0001012275,0.001823638,0.001237612,0.9223129],"genre_scores_gemma":[0.0305614,0.00274622,0.000912305,0.001721485,0.001220965,0.00006638192,0.0005977936,0.0007056877,0.9614677],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9916216,"threshold_uncertainty_score":0.6701116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221185847385055,"score_gpt":0.262803111438736,"score_spread":0.2505912529648855,"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."}}