{"id":"W7135094664","doi":"10.5376/ijmec.2024.14.0029","title":"Gene-Environment Interactions in Amphipods: Implications for Evolution and Conservation","year":2024,"lang":"","type":"article","venue":"International Journal of Molecular Ecology and Conservation","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gammarus; Adaptation (eye); Ecosystem; Mechanism (biology); Environmental change; Freshwater ecosystem","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007829603,0.0001882757,0.0002382946,0.0003362319,0.0001438384,0.00009705016,0.0001947718,0.0001937036,0.0005341773],"category_scores_gemma":[0.0001626204,0.0001997645,0.00009673884,0.0001387024,0.0003843589,0.0006821028,0.0001023159,0.0003243244,0.00004825389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006054967,"about_ca_system_score_gemma":0.000175807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009028226,"about_ca_topic_score_gemma":0.0005643223,"domain_scores_codex":[0.9982975,0.0001557956,0.0008288838,0.0003365551,0.000175378,0.000205923],"domain_scores_gemma":[0.9989009,0.0004115052,0.0003799984,0.00009980831,0.0001233218,0.00008449263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003846808,0.0004489398,0.8251618,0.00005798201,0.0004564207,0.0001279215,0.0007003802,0.0008769696,0.1060471,0.03008556,0.002372431,0.0332798],"study_design_scores_gemma":[0.001099436,0.0002546505,0.9416077,0.0001138214,0.0002342532,0.0006244999,0.0001708034,0.01944432,0.001502095,0.03103388,0.003709513,0.0002049988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952869,0.001007464,0.03792236,0.06390196,0.001352073,0.0004188985,0.00005463683,0.000007880004,0.00004789402],"genre_scores_gemma":[0.9945289,0.0007568241,0.002629766,0.001714397,0.0001038542,0.00006535045,0.00002949547,0.00001551291,0.0001558801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1164459,"threshold_uncertainty_score":0.8146158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865838533324549,"score_gpt":0.2830719142908419,"score_spread":0.2644135289575964,"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."}}