{"id":"W3034895332","doi":"10.1093/nsr/nwaa108","title":"While neither universally applicable nor practical operationally, the biological species concept continues to offer a compelling framework for studying species and speciation","year":2020,"lang":"en","type":"article","venue":"National Science Review","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Genetic algorithm; Biology; Evolutionary biology; Computer science","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":[0.05898607,0.001894644,0.003679343,0.004631944,0.008260227,0.0116471,0.01080967,0.01880311,0.007061829],"category_scores_gemma":[0.1029167,0.0008797458,0.001275329,0.005730945,0.08152833,0.02660068,0.01105128,0.0420614,0.003916536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009954533,"about_ca_system_score_gemma":0.01257075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01286438,"about_ca_topic_score_gemma":0.01227839,"domain_scores_codex":[0.9653109,0.01644435,0.00164831,0.003830977,0.01207267,0.0006928154],"domain_scores_gemma":[0.8455014,0.1226404,0.004662291,0.006719009,0.0179344,0.002542543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002241698,0.00001567891,0.0002687761,0.000524995,0.0000391319,0.00007212292,0.004793864,0.0002716282,0.00009929413,0.8240446,0.1383415,0.03150609],"study_design_scores_gemma":[0.00001182051,0.0000318077,0.0004612737,0.002199883,0.00002335135,0.000218021,0.003770125,0.0005997774,0.0001581335,0.4842611,0.5081897,0.00007494686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00108506,0.04834978,0.02856896,0.8772656,0.02022352,0.00004997692,0.0001877314,0.0001522351,0.02411719],"genre_scores_gemma":[0.1286136,0.07983209,0.04615166,0.6639603,0.06157981,0.0006848513,0.0004580359,0.001060317,0.01765943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05898607,"threshold_uncertainty_score":0.3119519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122836534901327,"score_gpt":0.3397301309261378,"score_spread":0.2274464774360051,"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."}}