{"id":"W4402811402","doi":"10.1002/awwa.2345","title":"The Shape of AWWA","year":2024,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001082503,0.000858316,0.0002433644,0.001485677,0.006099753,0.009221425,0.0009208315,0.002273271,0.06951071],"category_scores_gemma":[0.003859222,0.0005243781,0.0003658178,0.001756651,0.00287493,0.007387144,0.005667049,0.005497014,0.02914584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005017342,"about_ca_system_score_gemma":0.004880512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03958404,"about_ca_topic_score_gemma":0.04520778,"domain_scores_codex":[0.9982438,0.0002557824,0.0000722054,0.0003235111,0.0006499231,0.0004546754],"domain_scores_gemma":[0.9988685,0.00006671104,0.00005723275,0.0001297456,0.0004982013,0.0003796391],"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":[0.00006590332,0.00004441238,0.0005446249,0.00004873877,0.000005924634,0.0003254013,0.002349161,0.000102248,0.0008477093,0.2161972,0.7164021,0.06306658],"study_design_scores_gemma":[0.000001583761,0.000005340582,0.0002215123,0.00001881158,7.092413e-7,0.00004148042,0.0003868043,0.00002636107,0.00005938657,0.001779308,0.9974522,0.00000642445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00811514,0.002813198,0.0045975,0.03024142,0.01213704,0.0001385649,0.00106651,0.0009606118,0.93993],"genre_scores_gemma":[0.03668124,0.001158052,0.001970095,0.006495889,0.00073278,0.0001414964,0.0005042809,0.0005858447,0.9517303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06951071,"threshold_uncertainty_score":0.2325364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827094137561022,"score_gpt":0.3397069890875975,"score_spread":0.3214360477119873,"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."}}