{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001473286,0.00003869558,0.00006029613,0.00003931952,0.0003141074,0.0002258924,0.000120006,0.00003353268,0.0001439058],"category_scores_gemma":[0.0002742455,0.00002381342,0.00004444341,0.0003826512,0.0001468406,0.0002648332,0.000009199946,0.0001177541,0.000123951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001655504,"about_ca_system_score_gemma":0.00009755395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475061,"about_ca_topic_score_gemma":0.0004954234,"domain_scores_codex":[0.9990314,0.0002630051,0.0001152154,0.00008637208,0.000314593,0.0001894156],"domain_scores_gemma":[0.9982851,0.001455964,0.00009454192,0.00005839007,0.00007815777,0.00002784585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002997321,0.00007862615,0.09566476,0.00002037733,0.0003570607,0.000001584362,0.2184612,0.00002424794,0.0004426362,0.0933562,0.0486553,0.542908],"study_design_scores_gemma":[0.00002523135,0.00002034223,0.007187099,0.00002836066,0.00003212618,9.820414e-8,0.03830956,0.00008658917,0.0002108566,0.003399389,0.9506195,0.00008085713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5532127,0.001611699,0.00007202803,0.3537877,0.002297013,0.000210075,0.000004692763,0.0001493461,0.08865477],"genre_scores_gemma":[0.9898407,0.0004473594,0.00004918774,0.0002509939,0.0004249812,0.000009252696,0.00000535883,0.000005258209,0.00896687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9019642,"threshold_uncertainty_score":0.2415892,"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."}}