{"id":"W4312701122","doi":"10.22230/jem.2009v10n2a509","title":"Adding Value . . .","year":2009,"lang":"en","type":"article","venue":"Journal of Ecosystems and Management","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Business; Mathematics; Statistics","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":[0.003998656,0.0006214894,0.0004559702,0.001265475,0.002483434,0.01076797,0.001435026,0.002234794,0.1979224],"category_scores_gemma":[0.0154756,0.0002500906,0.0005303012,0.001393197,0.001902757,0.007156891,0.007314024,0.002853588,0.0905885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002908039,"about_ca_system_score_gemma":0.008722237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009953874,"about_ca_topic_score_gemma":0.01941771,"domain_scores_codex":[0.9958676,0.001147611,0.0001201828,0.0002950148,0.002022533,0.0005470385],"domain_scores_gemma":[0.9932399,0.0009769656,0.0003311311,0.0008655791,0.002753154,0.001833295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002700646,0.00004695892,0.001448263,0.0002863813,0.00002327288,0.0001860914,0.001034138,0.0001058617,0.0003245578,0.0478254,0.6262513,0.3224408],"study_design_scores_gemma":[0.000003571791,0.00001047612,0.0004833296,0.000254555,0.000008082778,0.0001419083,0.0005279719,0.00003399707,0.00006452611,0.007984282,0.9904792,0.000008165796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003294603,0.006042998,0.004951283,0.123758,0.007013488,0.0001478515,0.0007581259,0.0007823413,0.8532514],"genre_scores_gemma":[0.08768337,0.01993167,0.02216075,0.07498704,0.006778735,0.0002187071,0.001918731,0.001184054,0.7851369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1979224,"threshold_uncertainty_score":0.6621164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007153974383458515,"score_gpt":0.208837865556471,"score_spread":0.2016838911730125,"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."}}