{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004421956,0.00007414801,0.0001429697,0.00005348877,0.00009496132,0.000019795,0.0001029506,0.00001907697,0.00008001219],"category_scores_gemma":[0.000003741733,0.00005470979,0.00004116365,0.00006166851,0.00002111875,0.0001557483,0.0000892696,0.0000532983,0.00003738166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000358393,"about_ca_system_score_gemma":5.281809e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112894,"about_ca_topic_score_gemma":0.00001085415,"domain_scores_codex":[0.9993666,0.00002536062,0.0002351748,0.00009282976,0.0001431166,0.0001369432],"domain_scores_gemma":[0.9997222,0.000008670374,0.000143899,0.0000723386,0.000003862328,0.00004905771],"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":[0.0003131806,0.000809191,0.1031064,0.0004222431,0.001463944,0.001726597,0.002848523,0.01369999,0.001682764,0.1653435,0.5145918,0.1939919],"study_design_scores_gemma":[0.001143459,0.0006035966,0.1027241,0.0001262834,0.0001650928,0.00008919793,0.0003506436,0.0007524259,0.00006013674,0.004826993,0.8889286,0.0002294921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6178945,0.0007462563,0.002519384,0.005073944,0.000883979,0.0004329557,9.945263e-7,0.00002922207,0.3724188],"genre_scores_gemma":[0.9967774,0.0006216912,0.0009776002,0.0005549479,0.00005774532,0.000001280512,1.66815e-7,0.000002677591,0.001006508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3788829,"threshold_uncertainty_score":0.2231001,"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."}}