{"id":"W4382932811","doi":"10.1016/j.isci.2023.107267","title":"Genomic adaptive potential to cold environments in the invasive red swamp crayfish","year":2023,"lang":"en","type":"article","venue":"iScience","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Genetics; Japan Society for the Promotion of Science","keywords":"Crayfish; Procambarus clarkii; Biology; Swamp; Adaptation (eye); Ecology; Population genomics; Population; Transcriptome; Evolutionary biology; Molecular ecology; Invasive species; Gene; Genomics; Genome; Gene expression; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002032343,0.00008151642,0.00006948689,0.0000237013,0.0001501035,0.00002394185,0.0005979819,0.00003062795,0.0002274182],"category_scores_gemma":[0.00007089416,0.00005162369,0.00003290684,0.0007482064,0.0002685988,0.0001051518,0.0003650975,0.00008795773,0.002626447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007482793,"about_ca_system_score_gemma":0.000007485732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009444846,"about_ca_topic_score_gemma":0.00007065177,"domain_scores_codex":[0.9988838,0.00004722489,0.0001180301,0.0003383642,0.0003166808,0.0002958474],"domain_scores_gemma":[0.9996404,0.00008053512,0.00002762264,0.000169556,0.000001465161,0.00008041227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000006617222,0.00004224064,0.001426538,2.876669e-7,6.386364e-7,0.00001108209,0.0002880946,0.003314669,0.9914623,0.00007124264,0.00279411,0.0005821561],"study_design_scores_gemma":[0.0001181017,0.0001217749,0.9670063,0.000005125486,0.000002567393,0.000001712684,0.0003811066,0.0009783597,0.02289026,0.003282411,0.005062346,0.0001499576],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946531,0.000004042803,0.000143973,0.001796227,0.00004735886,0.0002426403,0.00001014299,0.0000183253,0.003084176],"genre_scores_gemma":[0.9973521,0.00001061137,0.0002810253,0.001579786,0.00002023419,0.00005308733,0.000003275173,0.000002716534,0.0006971969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9685721,"threshold_uncertainty_score":0.9981501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499088682229452,"score_gpt":0.2207565108801342,"score_spread":0.1957656240578397,"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."}}