{"id":"W2808057544","doi":"10.1002/j.1551-8701.2003.tb01720.x","title":"Still Working After All These Years","year":2003,"lang":"en","type":"article","venue":"Opflow","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Business; Water supply; Water industry; Water pipe; Environmental planning; Operations management; Engineering; Geography; Environmental engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001595621,0.00005270654,0.00006076183,0.00001337404,0.00001888705,0.00006125119,0.0001147623,0.00006269338,0.001135085],"category_scores_gemma":[0.0000519095,0.00004577447,0.00003647121,0.0000901602,0.00006476605,0.0001206913,0.00001133108,0.0000786403,0.0001613738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003609068,"about_ca_system_score_gemma":0.00004238255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002578674,"about_ca_topic_score_gemma":0.0004109734,"domain_scores_codex":[0.9993544,0.00005555296,0.00006063162,0.0001116817,0.0001886352,0.0002290709],"domain_scores_gemma":[0.9997813,0.00001503472,0.00002457815,0.0001087094,0.00001268516,0.00005771212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007696939,0.0001035137,0.2281207,0.00001519416,0.0001035229,0.0002735072,0.5630842,0.00009038966,0.0009586742,0.08340841,0.03615047,0.0876144],"study_design_scores_gemma":[0.00006770233,0.000005294515,0.015463,0.00001065499,0.000003509771,4.464776e-7,0.000401081,0.000001147493,0.0001487097,0.002823856,0.981002,0.00007265386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9383463,0.0001875844,0.00002351311,0.000337248,0.0005426217,0.00007113078,0.000002370459,0.00003305739,0.06045621],"genre_scores_gemma":[0.9932097,0.00006188195,0.0007048215,0.000696088,0.0002094837,0.000005280834,5.221226e-7,0.000007059225,0.005105172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9448515,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607401854027078,"score_gpt":0.2576534285943745,"score_spread":0.2415794100541037,"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."}}