{"id":"W2790670492","doi":"10.1002/j.1551-8833.2010.tb10047.x","title":"A new reason to sing in the shower","year":2010,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Environmental Science and Water Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Task force; Certification; Shower; Product (mathematics); Task (project management); Engineering; Business; Protocol (science); Environmental planning; Environmental science; Political science; Public administration; Medicine; Sociology; Law; Systems 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":[0.0006687136,0.00008573245,0.00007957705,0.00002800128,0.00009005421,0.0001094444,0.0002952307,0.00002888224,0.0007476064],"category_scores_gemma":[0.0000208126,0.00005165976,0.00002896452,0.0003436608,0.00004228363,0.0002478189,0.000147658,0.000169875,0.001185886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002820629,"about_ca_system_score_gemma":0.000001680654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003815025,"about_ca_topic_score_gemma":0.002741562,"domain_scores_codex":[0.9988292,0.00005381177,0.0001216428,0.0002323783,0.0004125046,0.0003504519],"domain_scores_gemma":[0.999653,0.00002867034,0.00005410558,0.0001937008,0.000001211004,0.0000692921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005797073,0.00004702262,0.8131614,2.622707e-7,0.000003497526,0.000003133024,0.004894724,0.0007641738,0.01343665,0.00001170587,0.01102142,0.1566502],"study_design_scores_gemma":[0.000120997,0.00005100832,0.9286497,0.000004868209,0.000006670992,6.861888e-7,0.0006053322,0.00009965427,0.00169444,0.0003075357,0.0683066,0.0001525218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802265,9.949114e-7,0.0005034553,0.01134252,0.0001192095,0.0001956109,3.01762e-7,0.00001617681,0.007595196],"genre_scores_gemma":[0.9933701,0.000004015752,0.001622198,0.002865324,0.00005973994,0.00001596761,0.00000387847,0.000006368555,0.002052365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1564976,"threshold_uncertainty_score":0.9995918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002386224071974159,"score_gpt":0.1976387480933403,"score_spread":0.1952525240213661,"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."}}