{"id":"W4380853919","doi":"10.1371/journal.pone.0285867","title":"Niche suitability and spatial distribution patterns of anurans in a unique Ecoregion mosaic of Northern Pakistan","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Higher Education Commission, Pakistan; Snow Leopard Foundation","keywords":"Ecoregion; Ecology; Geography; Ecological niche; Vegetation (pathology); Species distribution; Biodiversity; Habitat; Physical geography; 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":[0.0001148669,0.0001076741,0.00009401491,0.0004127381,0.0003440741,0.0002810436,0.00009662702,0.0000826552,0.001199431],"category_scores_gemma":[0.0002249938,0.00009831649,0.0001082901,0.000374559,0.000319697,0.000220214,0.0002337314,0.0001068022,0.00009550613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586039,"about_ca_system_score_gemma":0.0001846079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01681852,"about_ca_topic_score_gemma":0.04848695,"domain_scores_codex":[0.9999171,0.00001333038,0.000005067494,0.00003258867,0.000009322851,0.00002248559],"domain_scores_gemma":[0.9998036,0.0000412616,0.00008344545,0.000009825804,0.00002399478,0.00003793935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004641998,0.00002866175,0.9905093,0.00001895733,0.00001619051,0.0002100506,0.001246428,0.0002125528,0.002944368,0.00007056943,0.00009689527,0.004599667],"study_design_scores_gemma":[8.655572e-7,0.00002117919,0.9988753,0.000003563333,0.000002294895,0.0001138759,0.0007003766,0.0001172466,0.00004148168,0.000017948,0.0001038225,0.000001955618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996278,0.00001341508,0.00003100996,0.000003914215,2.963492e-7,0.000002146536,0.00005940065,5.118604e-7,0.0002614833],"genre_scores_gemma":[0.9997562,0.00002670982,0.00006874106,0.000002434615,5.248054e-7,0.00000281596,0.00007198802,2.699232e-7,0.00007048492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01681852,"threshold_uncertainty_score":0.03344125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03915772204157402,"score_gpt":0.2435769397433358,"score_spread":0.2044192177017618,"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."}}