{"id":"W4413881157","doi":"10.32942/x2gs99","title":"Potential for academic institutions to support international biodiversity commitments","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Business; Political science; Ecology; 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":[0.03522538,0.0006590576,0.0004466646,0.004567872,0.007225666,0.02515508,0.00459786,0.004502216,0.03339425],"category_scores_gemma":[0.07406057,0.000424785,0.0007759265,0.007871719,0.003955845,0.0152686,0.0300498,0.004437193,0.00691078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009056377,"about_ca_system_score_gemma":0.02653439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002802624,"about_ca_topic_score_gemma":0.003333347,"domain_scores_codex":[0.9680613,0.01831612,0.0008831647,0.001134363,0.00436729,0.007237766],"domain_scores_gemma":[0.9266796,0.02061372,0.008655174,0.007972151,0.01311542,0.02296408],"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":[0.0003732879,0.0008361847,0.02647173,0.0005362428,0.00009001044,0.0008592777,0.0154387,0.006126448,0.000866693,0.7478187,0.04556153,0.1550211],"study_design_scores_gemma":[0.0002349901,0.0003367099,0.01561512,0.0008750806,0.000121901,0.0004313589,0.05627191,0.007697149,0.001512369,0.2057464,0.7110398,0.000117164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1700206,0.002247606,0.01759933,0.0718292,0.001204321,0.0005958097,0.0004079593,0.0005630639,0.7355322],"genre_scores_gemma":[0.9469017,0.001442612,0.009227327,0.003840158,0.0005210001,0.0004550471,0.0004069156,0.0001046584,0.03710041],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03522538,"threshold_uncertainty_score":0.1862918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08682274985624704,"score_gpt":0.3404395046275553,"score_spread":0.2536167547713082,"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."}}