{"id":"W4401587479","doi":"10.1038/s41598-024-60785-1","title":"Revisiting current distribution and future habitat suitability models for the endemic Malabar Tree Toad (Pedostibes tuberculosus) using citizen science data","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Habitats Trust","keywords":"Habitat; Toad; Current (fluid); Distribution (mathematics); Tree (set theory); Ecology; Citizen science; Data science; Computer science; Geography; Biology; Mathematics; Geology; Botany","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":[0.0006692765,0.000304449,0.0003078954,0.0006995838,0.0003779125,0.0008283115,0.0007628807,0.0006042127,0.001417376],"category_scores_gemma":[0.001182381,0.0002837343,0.0007354979,0.0008359505,0.000259621,0.0006944445,0.0003909231,0.000487553,0.000214668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113445,"about_ca_system_score_gemma":0.0006872899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0723077,"about_ca_topic_score_gemma":0.07061435,"domain_scores_codex":[0.999856,0.0000554693,0.000008833324,0.00003489083,0.00001266399,0.00003217618],"domain_scores_gemma":[0.9995815,0.0002095931,0.00005932091,0.0000357763,0.00007045392,0.00004336163],"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":[0.00005717191,0.00006725899,0.1038767,0.00004416004,0.00008444644,0.0001541807,0.0001829082,0.887091,0.0007940472,0.0006262406,0.000966383,0.006055371],"study_design_scores_gemma":[0.00001099428,0.00001740497,0.0289275,0.00001372317,0.00002058115,0.0000338449,0.0002466258,0.9693283,0.0001596836,0.0004887976,0.0007376068,0.00001480038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929004,0.00007697148,0.004190364,0.0003590856,0.000008711317,0.00001014795,0.00154813,0.000120148,0.0007860152],"genre_scores_gemma":[0.9955843,0.00004560878,0.002838271,0.00002889809,0.000004915119,0.00001784381,0.001237241,0.00001199237,0.0002309609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0723077,"threshold_uncertainty_score":0.1437737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06331866789069515,"score_gpt":0.3146866626779747,"score_spread":0.2513679947872796,"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."}}