{"id":"W4213213629","doi":"10.1139/facets-2021-0097","title":"Community structure, species–habitat relationships, and conservation of amphibians in forested vernal pools in the Georgian Bay region of Ontario","year":2022,"lang":"en","type":"article","venue":"FACETS","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Amphibian; Habitat; Ecology; Geography; Wetland; Vegetation (pathology); Climate change; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003613116,0.00005393897,0.0000896226,0.00003199604,0.00014716,0.000007135371,0.0001594777,0.00002867241,0.003399302],"category_scores_gemma":[0.00005339995,0.00004751402,0.00001673938,0.0002551755,0.0001358289,0.00007726352,0.0001222633,0.0003168276,0.000002428845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006453305,"about_ca_system_score_gemma":0.00001900133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0441149,"about_ca_topic_score_gemma":0.7028308,"domain_scores_codex":[0.9991423,0.0003027742,0.0001853941,0.00007390579,0.0002021374,0.00009349125],"domain_scores_gemma":[0.999627,0.00008546178,0.0001009714,0.0001648753,0.000005578511,0.00001614324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002551287,0.00005886514,0.9890077,0.000005060796,0.000001334882,0.000001387868,0.007216428,0.0001423293,0.001060722,0.001111965,0.001335345,0.0000333209],"study_design_scores_gemma":[0.000378944,0.00004825958,0.9838859,0.000006128909,0.000002705701,0.000007839029,0.009229125,0.00003508754,0.0001164792,0.0006282965,0.005616927,0.00004434869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995141,0.00001082229,0.000005004606,0.000790982,0.00003060649,0.0001854218,0.00009859138,0.000003221357,0.003734347],"genre_scores_gemma":[0.99956,0.00000328438,0.00001387331,0.0001248151,0.000001425232,0.000007250327,0.0001205224,0.000002574488,0.0001662573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6587159,"threshold_uncertainty_score":0.9975117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06136620982661212,"score_gpt":0.2393253926314454,"score_spread":0.1779591828048333,"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."}}