{"id":"W4286546165","doi":"10.14236/ewic/pom2021.16","title":"Infrastructural Unrest","year":2021,"lang":"en","type":"article","venue":"Electronic workshops in computing","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unrest; Sociology; Nexus (standard); Capitalism; Solidarity; Capital (architecture); Globalism; Anthropocene; Situated; Environmental ethics; Political economy; Globalization; Political science; History; Law; Politics; Engineering; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004083583,0.0001205178,0.0001693476,0.00004610232,0.0003330279,0.0001254186,0.0002766397,0.0001246259,0.0003283356],"category_scores_gemma":[0.0002445717,0.0001273254,0.000057165,0.0007579116,0.0001040548,0.0001924592,0.0001020507,0.000587655,0.00001746166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004314726,"about_ca_system_score_gemma":0.0007013828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134423,"about_ca_topic_score_gemma":0.004169627,"domain_scores_codex":[0.9981307,0.0001764952,0.0002280829,0.0002895629,0.0002896791,0.0008854521],"domain_scores_gemma":[0.9994805,0.0001377522,0.00007871998,0.0001758372,0.00006364634,0.00006356611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003496849,0.00007576693,0.2031558,0.00002645741,0.00006527021,0.0002321787,0.03267206,0.0108762,0.000912939,0.38513,0.009463538,0.3573548],"study_design_scores_gemma":[0.002048754,0.00007753306,0.327897,0.0004692631,0.00002655481,0.00007994154,0.01457096,0.004345573,0.003349876,0.1117869,0.5339141,0.001433492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663603,0.001126805,0.0009617515,0.001801208,0.0006934212,0.00009385825,7.060084e-7,0.00009316082,0.02886879],"genre_scores_gemma":[0.9969487,0.0001077432,0.0008109797,0.0004363947,0.0007145016,0.000001334016,0.000006013988,0.00001242693,0.0009619707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5244506,"threshold_uncertainty_score":0.5192181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008270040665390388,"score_gpt":0.2856976389696119,"score_spread":0.2774275983042215,"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."}}