{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005102403,0.0003559374,0.0003606974,0.0001603576,0.002208748,0.0006379039,0.0008724247,0.0003200428,0.0217343],"category_scores_gemma":[0.0003427663,0.0003387358,0.0001111294,0.0007979877,0.0005531928,0.01203382,0.0004541994,0.0002452123,0.004128487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000948678,"about_ca_system_score_gemma":0.0005251962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005926538,"about_ca_topic_score_gemma":0.01432107,"domain_scores_codex":[0.9964716,0.0002340725,0.0004541225,0.0007995435,0.001038313,0.001002386],"domain_scores_gemma":[0.9978695,0.00008055998,0.0002366169,0.0005734501,0.0007451556,0.0004947519],"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":[0.0002076798,0.00007127108,0.001358177,0.00001929999,0.00005869687,0.00005205216,0.01292543,0.00004615689,0.001429021,0.1126483,0.869051,0.002132886],"study_design_scores_gemma":[0.0006639049,0.0002493424,0.0464341,0.00006471659,0.00003027382,0.00000538599,0.006813619,0.00001012402,0.008150191,0.01065599,0.9264076,0.0005147844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6352429,0.000147058,0.001298089,0.07561677,0.007863208,0.003181068,0.0008036419,0.0005029474,0.2753443],"genre_scores_gemma":[0.9062868,0.00007088779,0.002269052,0.03644857,0.008845914,0.0002954746,0.0006441677,0.00005633849,0.04508277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.271044,"threshold_uncertainty_score":0.9999065,"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."}}