{"id":"W2039059184","doi":"10.1111/j.1442-8903.2008.00414.x","title":"Understanding environmental change – before it is too late!","year":2008,"lang":"en","type":"article","venue":"Ecological Management & Restoration","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental change; Climate change; Environmental science; Geology; Oceanography","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":[0.01453072,0.001754906,0.002573914,0.002681664,0.006282709,0.01391307,0.002554005,0.01008635,0.007546544],"category_scores_gemma":[0.02144039,0.0008371789,0.0007096308,0.002282607,0.0241571,0.04757709,0.008024612,0.02129268,0.003050348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00476589,"about_ca_system_score_gemma":0.007061556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009585919,"about_ca_topic_score_gemma":0.01640623,"domain_scores_codex":[0.9931346,0.003996674,0.0002782956,0.0009100274,0.001125543,0.0005547369],"domain_scores_gemma":[0.979124,0.01234586,0.000837146,0.001716784,0.00368247,0.002293763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008112816,0.0001616005,0.006012217,0.002849115,0.0002713785,0.0005759696,0.03651689,0.0006123382,0.001126682,0.1304311,0.5547857,0.2665758],"study_design_scores_gemma":[0.00001159729,0.0000455993,0.002282387,0.0028424,0.00004118587,0.0002156056,0.02655206,0.0001664597,0.0001907513,0.3027989,0.6647872,0.000065854],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003207751,0.1295578,0.004423544,0.8344647,0.01706425,0.00003447833,0.0002529821,0.0001570921,0.01083748],"genre_scores_gemma":[0.1584299,0.3046319,0.01982132,0.4639495,0.03346362,0.0003271782,0.0008936086,0.0005731224,0.01790987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01453072,"threshold_uncertainty_score":0.07684672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496212901953043,"score_gpt":0.2420916662099553,"score_spread":0.09247037601465108,"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."}}