{"id":"W4414330855","doi":"10.24072/pcjournal.589","title":"A Julia toolkit for species distribution data","year":2025,"lang":"en","type":"article","venue":"Peer Community Journal","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Software versioning; R package; Distribution (mathematics); Data integration; Data modeling; Data collection","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":[0.003553875,0.001775531,0.001560903,0.00395391,0.001007812,0.004118735,0.005112536,0.001355386,0.05241846],"category_scores_gemma":[0.01595103,0.002484867,0.003571334,0.003048131,0.0008371266,0.004383265,0.006491132,0.003979769,0.05256937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009363791,"about_ca_system_score_gemma":0.002893968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003515742,"about_ca_topic_score_gemma":0.004529816,"domain_scores_codex":[0.9978023,0.0004323329,0.0004139362,0.0004623879,0.0006897808,0.0001992393],"domain_scores_gemma":[0.9934694,0.002695539,0.0003632899,0.002046326,0.001018295,0.0004071053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005991138,0.0002172228,0.005938848,0.003778393,0.0006761892,0.001078694,0.00190841,0.01844143,0.01231005,0.05732614,0.6635177,0.2342078],"study_design_scores_gemma":[0.0002240191,0.00003554476,0.002539304,0.0004198971,0.000106272,0.0008657707,0.000151023,0.04903828,0.007294978,0.06072286,0.8783416,0.0002605648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001855339,0.0003372901,0.6046789,0.000309146,0.000227286,0.0003111738,0.06304225,0.3212317,0.008006909],"genre_scores_gemma":[0.01970333,0.000720528,0.6379968,0.0006403441,0.0001602206,0.001941672,0.1425697,0.1872766,0.008990819],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.05241846,"threshold_uncertainty_score":0.1753572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299703088207824,"score_gpt":0.3381980401675746,"score_spread":0.2082277313467921,"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."}}