{"id":"W4402025369","doi":"10.11646/zootaxa.5501.1.2","title":"Incorporating New Datatypes to Enhance Species Delimitation: A Case Study in Rice Paddy Snakes (Homalopsidae: Hypsiscopus)","year":2024,"lang":"en","type":"article","venue":"Zootaxa","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum; Toronto Public Health","funders":"","keywords":"Biology; Ecology; Ecological niche; Habitat; Clade; Species complex; Lineage (genetic); Phylogenetic tree; Taxonomy (biology); Population","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":[0.01039443,0.0004473457,0.0003875528,0.001483344,0.001232828,0.0015164,0.001462838,0.00108866,0.0007079371],"category_scores_gemma":[0.02006057,0.0003001713,0.0007890599,0.002208304,0.0009852031,0.002431748,0.001798016,0.00148479,0.000222972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008086578,"about_ca_system_score_gemma":0.0008426676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005436867,"about_ca_topic_score_gemma":0.01717594,"domain_scores_codex":[0.9955899,0.003186517,0.0002789581,0.0003907311,0.0004268045,0.0001271968],"domain_scores_gemma":[0.9789339,0.01709982,0.001058969,0.001368661,0.001214248,0.0003244602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005116985,0.001198037,0.5271719,0.0009433947,0.0002273513,0.008874562,0.02363678,0.04105883,0.01384121,0.008831545,0.00293642,0.3707682],"study_design_scores_gemma":[0.0001464159,0.001690043,0.2364377,0.001000156,0.0005417696,0.01396375,0.0531261,0.5822147,0.029246,0.01725765,0.06402303,0.0003528541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206849,0.0004375818,0.07511664,0.000833721,0.00002675643,0.0002067022,0.0004361771,0.0002133122,0.002044214],"genre_scores_gemma":[0.7143223,0.000293258,0.2836845,0.0001410136,0.000019265,0.0001124925,0.0007604148,0.0001514012,0.0005152924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039443,"threshold_uncertainty_score":0.05497169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02601427418800249,"score_gpt":0.2896735138623508,"score_spread":0.2636592396743483,"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."}}