{"id":"W7117115571","doi":"10.32942/x2407h","title":"From metrics to meaning: diversity as an essentially contested concept","year":2025,"lang":"","type":"article","venue":"","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Research Chairs; Wilfrid Laurier University","keywords":"Ambiguity; Diversity (politics); Normative; Context (archaeology); Value (mathematics); Plural; Biodiversity; Meaning (existential)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0175174,0.001255911,0.001305137,0.005433402,0.006561097,0.01910996,0.002473254,0.005053121,0.003263192],"category_scores_gemma":[0.04609684,0.0006429299,0.0008651336,0.005288179,0.09799904,0.03996009,0.0116166,0.01198203,0.0007022598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007561702,"about_ca_system_score_gemma":0.003952668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003300858,"about_ca_topic_score_gemma":0.002051981,"domain_scores_codex":[0.9791656,0.01324783,0.000791983,0.001941126,0.004091313,0.0007621603],"domain_scores_gemma":[0.9668089,0.02458525,0.002010995,0.00295775,0.002428804,0.001208272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007943497,0.000004703764,0.0002965515,0.0000525972,0.000005678374,0.00003773467,0.00428935,0.0002404841,0.00009602905,0.9871623,0.001711189,0.006095398],"study_design_scores_gemma":[0.00000234449,0.000005493893,0.0001417101,0.00008658844,0.000002822418,0.00004368602,0.001077611,0.0002616092,0.00005319299,0.9838529,0.01446232,0.000009782321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05705483,0.05211751,0.3283996,0.3498487,0.004801285,0.0001059188,0.0004488525,0.0003256046,0.2068978],"genre_scores_gemma":[0.9096915,0.0122037,0.05133063,0.01612081,0.003922711,0.0002503335,0.0002149705,0.000411032,0.005854306],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01910996,"threshold_uncertainty_score":0.09264201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295853063184236,"score_gpt":0.2856460494633343,"score_spread":0.262687518831492,"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."}}