{"id":"W2141158220","doi":"10.5539/jms.v4n1p42","title":"Corporate Water Risk: A Critique of Prevailing Best Practice","year":2014,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00227885,0.0001153773,0.0002611865,0.0001782824,0.0001494911,0.0001162435,0.000135723,0.00003039463,0.00002787942],"category_scores_gemma":[0.0006111592,0.00008002407,0.00008724321,0.0001478762,0.0001030869,0.001032916,0.0001770236,0.0001310825,0.000004343001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003204338,"about_ca_system_score_gemma":0.00001088314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004852021,"about_ca_topic_score_gemma":0.000006451288,"domain_scores_codex":[0.9988858,0.00006341835,0.0004923777,0.0001366697,0.000249342,0.0001723692],"domain_scores_gemma":[0.9977337,0.00007940429,0.0007688804,0.0001615995,0.001242884,0.00001349437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001441204,0.001325834,0.6332303,0.008291543,0.0006406567,0.00007204913,0.0009629753,0.00242779,0.00003295183,0.2022018,0.005396596,0.1439763],"study_design_scores_gemma":[0.002757132,0.000290419,0.2223255,0.0002348576,0.0009660941,0.00001420636,0.02163273,0.005355249,0.000102287,0.3074186,0.4384191,0.000483789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625371,0.0002897053,0.01039308,0.004468983,0.0002134628,0.0003444835,3.090565e-7,0.00001645781,0.02173642],"genre_scores_gemma":[0.9981489,0.0001560453,0.0006006513,0.000254185,0.0002564832,0.000003748013,6.619799e-7,0.000007485896,0.0005718626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4330225,"threshold_uncertainty_score":0.3263287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01480257414461555,"score_gpt":0.2590814788722245,"score_spread":0.244278904727609,"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."}}