{"id":"W4403467628","doi":"10.56367/oag-044-11366","title":"Modelling biodiversity is an essential part of its protection","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Biodiversity; Environmental science; Environmental resource management; Geography; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001510466,0.00007242762,0.00008815969,0.00001818144,0.00009279126,0.001115612,0.001233681,0.00002195715,0.0001255187],"category_scores_gemma":[0.000004878616,0.00006597084,0.00002864777,0.0001825037,0.00001144004,0.002152187,0.001119507,0.00006171773,0.00004522309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007506715,"about_ca_system_score_gemma":0.00004996137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002230737,"about_ca_topic_score_gemma":0.000002385113,"domain_scores_codex":[0.9988427,0.00002611382,0.0001549007,0.0003393677,0.0005330654,0.0001038836],"domain_scores_gemma":[0.9996618,0.00002546326,0.00004773676,0.0001620247,0.00004796906,0.00005501364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008578899,0.0004226758,0.0001173826,0.000286696,0.0001274468,0.00004228188,0.00135302,0.4909248,0.0007901674,0.335677,0.003264251,0.1669085],"study_design_scores_gemma":[0.00008218217,0.00004146284,0.00004769715,0.00004777588,0.000007997396,0.00000140424,0.00001399462,0.9826544,0.005615704,0.009805897,0.001594226,0.00008728338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02107282,0.00004952677,0.9763879,0.0007060033,0.0003026161,0.0002365469,0.00005136463,0.0000328627,0.00116035],"genre_scores_gemma":[0.9829705,0.00002013531,0.01663588,0.0001458707,0.00004449125,0.00001941519,0.000002855091,0.000003033875,0.0001578271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9618977,"threshold_uncertainty_score":0.9999213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288263573886213,"score_gpt":0.3432166559331523,"score_spread":0.214390298544531,"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."}}