{"id":"W2770070169","doi":"10.5942/jawwa.2017.109.0158","title":"The Spirit of a Water Professional","year":2017,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural disaster; Geography; Water source; Extreme weather; History; Oceanography; Water resource management; Environmental science; Geology; Meteorology; Climate change","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":[0.005462124,0.0003415353,0.0003304462,0.001136263,0.009375573,0.01103245,0.0009257063,0.003354112,0.01087545],"category_scores_gemma":[0.01908522,0.0003605705,0.0003110313,0.0009152675,0.01777423,0.009153351,0.01164671,0.007020596,0.002774473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004089103,"about_ca_system_score_gemma":0.01168856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005420723,"about_ca_topic_score_gemma":0.006233237,"domain_scores_codex":[0.9918579,0.003415916,0.0002115816,0.000642889,0.002593498,0.001278215],"domain_scores_gemma":[0.9760852,0.002962795,0.001347362,0.0009161966,0.003726491,0.01496196],"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":[0.00008525814,0.0002101431,0.009284024,0.0002949271,0.0000357433,0.0005240786,0.07170372,0.0002049259,0.001498036,0.1976741,0.619,0.09948511],"study_design_scores_gemma":[0.00001179807,0.00006139639,0.00246362,0.00027303,0.000005357129,0.0002507524,0.05589266,0.0002157066,0.0002220412,0.04786732,0.8927019,0.00003445474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05151457,0.005320076,0.01047339,0.7144282,0.00964496,0.00009050496,0.0001260885,0.000313839,0.2080884],"genre_scores_gemma":[0.7090241,0.00503592,0.00641684,0.1735423,0.00328951,0.000121223,0.0001545664,0.0003403685,0.1020751],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01103245,"threshold_uncertainty_score":0.03638208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003909609199006702,"score_gpt":0.2018066457192839,"score_spread":0.1978970365202772,"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."}}