{"id":"W4236089140","doi":"10.4095/300974","title":"Pipeline Infrastructure (2006)","year":2010,"lang":"en","type":"report","venue":"","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Computer science; Operating system","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007208009,0.0003352921,0.0004550552,0.000102001,0.0004015216,0.0001888916,0.0007109752,0.001714122,0.02048513],"category_scores_gemma":[0.0007613561,0.0002626005,0.0002000631,0.0002469918,0.0003685741,0.0002396676,0.0001117078,0.001587914,0.0002350778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003272665,"about_ca_system_score_gemma":0.004525013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01991102,"about_ca_topic_score_gemma":0.02154903,"domain_scores_codex":[0.9966341,0.0000570765,0.0003977354,0.0004525736,0.001860592,0.0005978966],"domain_scores_gemma":[0.9981203,0.00003617143,0.0003675107,0.0004989806,0.0007496798,0.0002273729],"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":[0.000002298025,0.000005581488,0.001594402,0.00002137811,0.00001455188,0.00001094426,0.0007064118,0.000001038487,0.00001769734,0.001588652,0.9743578,0.02167927],"study_design_scores_gemma":[0.00008228132,0.000008693834,0.003253241,0.00003337326,0.00003134338,0.000009919178,0.0002407253,8.789564e-7,0.00007515211,0.003434843,0.9924842,0.0003453258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009364125,0.0002908361,0.000105997,0.001174556,0.008012486,0.0002676764,0.0001692906,0.0002077071,0.988835],"genre_scores_gemma":[0.02317682,0.00413968,0.00165022,0.0009742741,0.01674613,0.00001478113,0.0002003918,0.00007464481,0.9530231],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03581198,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656682402055727,"score_gpt":0.3120996695610823,"score_spread":0.295532845540525,"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."}}