{"id":"W4413213196","doi":"10.2139/ssrn.5366550","title":"Impact of Horizontal Gene Transfer on Adaptations to Extreme Environments","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Horizontal gene transfer; Gene transfer; Adaptation (eye); Extreme environment; Biology; Gene; Genetics; Neuroscience; Genome","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":[0.000601893,0.0005896644,0.0006401376,0.0006521593,0.0006462661,0.001509126,0.0004044445,0.001489176,0.02035576],"category_scores_gemma":[0.003247818,0.0002052021,0.0005783885,0.0007328269,0.0009774952,0.001148625,0.001899771,0.001233703,0.001218796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005783709,"about_ca_system_score_gemma":0.0003649592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109715,"about_ca_topic_score_gemma":0.0007583809,"domain_scores_codex":[0.9996494,0.00007726046,0.00001252745,0.00006794415,0.00005872847,0.0001340754],"domain_scores_gemma":[0.9984281,0.0009099611,0.0001277135,0.0001399663,0.0001286644,0.0002656805],"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":[0.004708781,0.000915749,0.1220029,0.001382052,0.0007589126,0.003071217,0.00115361,0.07680551,0.6157499,0.03511113,0.003726902,0.1346134],"study_design_scores_gemma":[0.0005246646,0.001947959,0.753722,0.0001610776,0.0008320387,0.001343847,0.003304807,0.08333284,0.05713156,0.09248275,0.005018661,0.0001977747],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862556,0.0003401035,0.001312846,0.0004880554,0.00005797432,0.000009191906,0.0002391821,0.00006587495,0.0112312],"genre_scores_gemma":[0.9982527,0.0001844952,0.0001671599,0.00006124594,0.00002646307,0.000006086499,0.00008112918,0.0000283053,0.001192521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02035576,"threshold_uncertainty_score":0.06809682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104442426558754,"score_gpt":0.2855859399304068,"score_spread":0.2645415156648192,"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."}}