{"id":"W2118463937","doi":"10.1890/09-1173.1","title":"Using expert judgment to estimate marine ecosystem vulnerability in the California Current","year":2010,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"Great Barrier Reef Marine Park Authority; Gordon and Betty Moore Foundation","keywords":"Ecosystem; Environmental resource management; Vulnerability (computing); Intertidal zone; Marine ecosystem; Ecosystem management; Environmental science; Ecosystem services; Ecology; Ecosystem-based management; Salt marsh; Geography; Biology; Computer science","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":[0.03905712,0.0009921915,0.0007769731,0.01031299,0.001868051,0.002825309,0.001281716,0.001421354,0.002399916],"category_scores_gemma":[0.114198,0.0005097322,0.0009968133,0.003257541,0.001508379,0.001620537,0.002749051,0.0008649427,0.0003989188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002719418,"about_ca_system_score_gemma":0.002448047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259456,"about_ca_topic_score_gemma":0.02426999,"domain_scores_codex":[0.966358,0.01755377,0.004394582,0.0021478,0.008281457,0.00126436],"domain_scores_gemma":[0.835768,0.1145326,0.01733791,0.003963377,0.02510891,0.00328922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002932923,0.0008407212,0.6695874,0.001795018,0.0008684201,0.001698888,0.05598165,0.03408239,0.00585155,0.003927208,0.009872232,0.2125616],"study_design_scores_gemma":[0.0004858439,0.002053432,0.6487936,0.00175454,0.0006136819,0.001081673,0.08399186,0.1998577,0.00762763,0.03013603,0.02289016,0.0007138372],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533784,0.0004139099,0.0241802,0.0004694742,0.00006287615,0.000913223,0.0005877547,0.00006552354,0.01992855],"genre_scores_gemma":[0.9627656,0.000275618,0.03462821,0.000184734,0.00005826617,0.0006506645,0.0005763488,0.00001261241,0.0008479179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03905712,"threshold_uncertainty_score":0.2065563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736295877240328,"score_gpt":0.3325132936503878,"score_spread":0.2951503348779846,"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."}}