{"id":"W3175369700","doi":"10.1111/jvs.13050","title":"Benchmarking plant diversity of Palaearctic grasslands and other open habitats","year":2021,"lang":"en","type":"article","venue":"Journal of Vegetation Science","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ecology; Benchmarking; Habitat; Geography; Plant diversity; Diversity (politics); Biodiversity; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006086523,0.0003059868,0.000249525,0.002039368,0.0001541898,0.0005576044,0.0002887058,0.0001468356,0.001940259],"category_scores_gemma":[0.001369155,0.0001034977,0.0002467031,0.002828676,0.0002076672,0.0004289172,0.0008003432,0.0001317345,0.0003573321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000309652,"about_ca_system_score_gemma":0.0001822873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008584544,"about_ca_topic_score_gemma":0.01258088,"domain_scores_codex":[0.9994612,0.0001240854,0.00003942943,0.0001783199,0.0001292952,0.0000677081],"domain_scores_gemma":[0.9991072,0.0002123627,0.0002204574,0.0001053889,0.0002092275,0.0001452654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000589134,0.00009383253,0.9061284,0.0003757882,0.0003921485,0.00009545936,0.0008316682,0.01259094,0.007969007,0.000546293,0.004873698,0.06551357],"study_design_scores_gemma":[0.00001971304,0.00005005035,0.9900932,0.00001977423,0.00001705839,0.00005670599,0.0003120743,0.004544083,0.0009303946,0.0003094582,0.0036358,0.00001178571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982757,0.000357523,0.00135347,0.00002281297,0.000004537349,0.00001429159,0.01315604,0.000231135,0.002103221],"genre_scores_gemma":[0.9748886,0.0001084015,0.003203155,0.00001626026,0.000004741763,0.00003198068,0.02140171,0.00005754327,0.0002875762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008584544,"threshold_uncertainty_score":0.01706916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706589261345687,"score_gpt":0.2808165904767218,"score_spread":0.2537506978632649,"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."}}