{"id":"W4388304224","doi":"10.1111/conl.12991","title":"Adopt digital tools to monitor social dimensions of the global biodiversity framework","year":2023,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Biodiversity; Citizen science; Environmental resource management; Geography; Business; Computer science; Environmental planning; Ecology; Environmental science; Biology","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":[0.007733584,0.0009994921,0.0004964771,0.01408847,0.001542907,0.007424731,0.001714067,0.001007896,0.01036139],"category_scores_gemma":[0.02360139,0.000516638,0.000850169,0.01303824,0.002225366,0.01469603,0.006547036,0.002265288,0.002584934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003224387,"about_ca_system_score_gemma":0.002766306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02645003,"about_ca_topic_score_gemma":0.03272273,"domain_scores_codex":[0.9953386,0.001266568,0.0004638026,0.0008046483,0.001835367,0.0002910191],"domain_scores_gemma":[0.9863514,0.004152993,0.002270246,0.00279488,0.003605084,0.0008253598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006293093,0.0001382223,0.05909342,0.0005570113,0.0001419958,0.000236278,0.009996973,0.005302086,0.001282911,0.2540982,0.104536,0.5645539],"study_design_scores_gemma":[0.00002717585,0.00004354499,0.03433109,0.0006794485,0.00006505187,0.000185244,0.008255882,0.01019591,0.001675768,0.1428345,0.8015678,0.000138629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04945473,0.004027129,0.4392582,0.01629471,0.001603422,0.001845976,0.05442483,0.009834566,0.4232563],"genre_scores_gemma":[0.3723826,0.005335836,0.5475761,0.003243445,0.0005500006,0.004057038,0.03720253,0.001737208,0.02791523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02645003,"threshold_uncertainty_score":0.05259216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06210384650939751,"score_gpt":0.3097610622128865,"score_spread":0.247657215703489,"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."}}