{"id":"W1976488377","doi":"10.1163/1568539x-00002998","title":"Is there a role for aggression in round goby invasion fronts?","year":2012,"lang":"en","type":"article","venue":"Behaviour","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Trent University","funders":"","keywords":"Round goby; Neogobius; Aggression; Population; Goby; Front (military); Competition (biology); Biology; Ecology; Demography; Fish <Actinopterygii>; Invasive species; Fishery; Geography; Psychology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001752571,0.00007397322,0.0000857859,0.00001904886,0.0001080162,0.000006256855,0.000096287,0.00004492993,0.000956838],"category_scores_gemma":[0.00001343538,0.00006210314,0.00002816761,0.00005730438,0.00004892402,0.0001972851,0.0001815138,0.00005170192,0.0003285864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007337141,"about_ca_system_score_gemma":0.000001202278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003067126,"about_ca_topic_score_gemma":0.002740064,"domain_scores_codex":[0.999428,0.00001912669,0.0000889036,0.0001396307,0.00007749813,0.0002468704],"domain_scores_gemma":[0.9997903,0.0000194828,0.00004562426,0.0001087571,0.000001682439,0.00003414602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001272199,0.0001593324,0.9517805,0.000002188152,0.000002433814,8.791146e-7,0.0004585729,0.000001772575,0.00007986675,0.00002344727,0.0449618,0.002516468],"study_design_scores_gemma":[0.0002892806,0.00003816511,0.9871575,0.00001530003,0.00001316503,4.161561e-7,0.0003219673,0.00001693128,0.0002854791,0.0002688299,0.01151222,0.0000807213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950246,0.0002685916,0.00003036209,0.0005426396,0.0001227584,0.0002724921,0.00000579024,0.0000167679,0.003716014],"genre_scores_gemma":[0.9964559,0.00008720996,0.0004103888,0.0005002851,0.00002395974,0.00009951284,0.000005273129,0.000007249688,0.002410189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.035377,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374643862332496,"score_gpt":0.2634188881715721,"score_spread":0.2396724495482472,"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."}}