{"id":"W4253529012","doi":"10.3410/f.1081014.533974","title":"Faculty Opinions recommendation of Mapping ecosystem services: Practical challenges and opportunities in linking GIS and value transfer.","year":2007,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Value (mathematics); Ecosystem services; Ecosystem; Computer science; Environmental resource management; Data science; Knowledge management; Business; Environmental science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002928028,0.0003426467,0.0007788427,0.0002497756,0.0001551637,0.00008116727,0.000530467,0.0005391368,0.0002343419],"category_scores_gemma":[0.0008849268,0.0002255061,0.0002211466,0.0007420096,0.0003041224,0.0004391506,0.0003748986,0.0006834816,0.000006816003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009327381,"about_ca_system_score_gemma":0.00008171522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002273168,"about_ca_topic_score_gemma":0.0002899734,"domain_scores_codex":[0.9964387,0.0005457659,0.00123035,0.0005822407,0.0009281157,0.0002747962],"domain_scores_gemma":[0.9979663,0.0002863446,0.0004767662,0.0006250438,0.0004169958,0.0002285482],"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":[0.00001244253,0.0003104445,0.0001105554,0.01764951,0.0001117627,0.000001091784,0.00162781,3.903519e-7,6.885102e-7,0.0003580707,0.9602237,0.01959357],"study_design_scores_gemma":[0.0003198777,0.00005312503,0.006998193,0.008009719,0.0001183752,0.00003786336,0.0005746771,0.00007551421,0.000001293559,0.00004691918,0.9835417,0.0002226994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002967704,0.002494143,0.00002063842,0.1391371,0.0001352905,0.0005435505,0.8575122,0.00001341626,0.0001139794],"genre_scores_gemma":[0.0001293494,0.0071775,0.0003400345,0.001775138,0.00006745108,0.00006335397,0.9903632,0.00001112638,0.00007281303],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.137362,"threshold_uncertainty_score":0.9195871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06954472458539807,"score_gpt":0.3365721553339839,"score_spread":0.2670274307485858,"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."}}