{"id":"W4386190911","doi":"10.32942/x2689n","title":"Assessing the multidimensional complexity of biodiversity using a globally standardized approach","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Globe; Environmental resource management; Ecosystem; Ecosystem services; Geography; Ecology; Environmental planning; 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":[0.009085235,0.001115323,0.001270726,0.01794522,0.001098678,0.006470316,0.001351394,0.0008253971,0.002083147],"category_scores_gemma":[0.01774414,0.0003560194,0.001404285,0.01497309,0.002813521,0.00552428,0.007425047,0.001519748,0.0003402879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011464,"about_ca_system_score_gemma":0.002826361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299617,"about_ca_topic_score_gemma":0.01903455,"domain_scores_codex":[0.9930452,0.002488813,0.000744533,0.001314445,0.002106906,0.0003001803],"domain_scores_gemma":[0.9904411,0.002347469,0.002181479,0.002233898,0.002364336,0.0004317507],"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":[0.0001294934,0.0001361721,0.2644209,0.002164251,0.001722248,0.000526294,0.004385591,0.04804858,0.006667826,0.2184655,0.01570761,0.4376256],"study_design_scores_gemma":[0.0000229946,0.0002287175,0.4470043,0.00160819,0.0003990364,0.0007765851,0.009813613,0.04869518,0.003125623,0.3747207,0.1133294,0.0002755982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1812461,0.006263598,0.7171954,0.005066412,0.0003780567,0.0008690035,0.02285294,0.0009931867,0.06513532],"genre_scores_gemma":[0.6486849,0.003328229,0.3311807,0.0006298584,0.0001946915,0.0009943502,0.01320833,0.0002199959,0.001558998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01794522,"threshold_uncertainty_score":0.0480479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.277008746413055,"score_gpt":0.4121177236949942,"score_spread":0.1351089772819392,"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."}}