{"id":"W4253354971","doi":"10.3410/f.2456963.2093062","title":"Faculty Opinions recommendation of The impact of proxy-based methods on mapping the distribution of ecosystem services.","year":2010,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Proxy (statistics); Ecosystem services; Distribution (mathematics); Ecosystem; Environmental resource management; Computer science; Environmental science; Ecology; Mathematics; Biology; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005077729,0.003379166,0.001877022,0.004416606,0.0009020946,0.003476154,0.003991561,0.003126882,0.04738513],"category_scores_gemma":[0.02274711,0.0009749644,0.002361768,0.005180691,0.0005597237,0.002173116,0.00264493,0.00251915,0.0789741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002476017,"about_ca_system_score_gemma":0.003576866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05933326,"about_ca_topic_score_gemma":0.1503568,"domain_scores_codex":[0.9969867,0.0006791188,0.0002943442,0.0008690598,0.0008824531,0.0002882582],"domain_scores_gemma":[0.9894792,0.002964766,0.00072035,0.002751405,0.003041331,0.001042889],"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":[0.00007764665,0.00003435263,0.001063339,0.000291898,0.00005158303,0.000007441346,0.000008020404,0.000250276,0.00008769825,0.0001205022,0.9958351,0.002172169],"study_design_scores_gemma":[0.0009199048,0.00005143138,0.01660476,0.0005485276,0.0001496738,0.0001045518,0.0001144552,0.004464296,0.001136254,0.001576104,0.9742415,0.00008843969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000407379,0.0001188551,0.0001796655,0.0002577043,0.0001328664,0.00002403039,0.9968436,0.0008052738,0.001230606],"genre_scores_gemma":[0.0005985117,0.00006028892,0.0006712924,0.0001027313,0.00001922035,0.00004795982,0.997063,0.0001221244,0.001314774],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05933326,"threshold_uncertainty_score":0.158519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923609370263007,"score_gpt":0.355328140616122,"score_spread":0.3260920469134919,"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."}}