{"id":"W4415412300","doi":"10.1093/obo/9780197768709-0050","title":"Pipeline Resistance","year":2025,"lang":"en","type":"reference-entry","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Environmental justice; Resistance (ecology); Opposition (politics); Indigenous; Pipeline (software); Capitalism; Sustainability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001610787,0.0007478266,0.0005256382,0.001278383,0.003872688,0.008292465,0.001757309,0.003631308,0.5326163],"category_scores_gemma":[0.008473549,0.0004646755,0.0005939484,0.001546831,0.001463863,0.005635697,0.00512538,0.00312068,0.331414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002747642,"about_ca_system_score_gemma":0.005510878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005670717,"about_ca_topic_score_gemma":0.008269157,"domain_scores_codex":[0.9970144,0.0004350508,0.0002001952,0.0006342139,0.001272001,0.0004442711],"domain_scores_gemma":[0.9966372,0.0004576298,0.0001815408,0.0005319426,0.001567781,0.0006237964],"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":[0.00004879848,0.00004456699,0.0008599294,0.0002735461,0.000007068987,0.000269519,0.001126239,0.00009897893,0.0004911712,0.0570155,0.7993886,0.1403759],"study_design_scores_gemma":[0.00000234509,0.000006793947,0.0002368061,0.00006664043,0.000001381799,0.00009830819,0.0002362564,0.00002826981,0.00009581079,0.00195544,0.9972672,0.00000478163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001813554,0.001493919,0.003418745,0.01233351,0.003688885,0.0001908795,0.002484888,0.001235762,0.9733399],"genre_scores_gemma":[0.01719483,0.001922687,0.002047456,0.006206179,0.0006561319,0.00016592,0.002439214,0.000668682,0.9686989],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5326163,"threshold_uncertainty_score":0.6666661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0095413838645929,"score_gpt":0.2014425609733656,"score_spread":0.1919011771087727,"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."}}