{"id":"W2034028144","doi":"10.1007/s10530-010-9777-9","title":"Invasion dynamics of round goby (Neogobius melanostomus) in Hamilton Harbour, Lake Ontario","year":2010,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Fisheries and Oceans Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Propagule pressure; Neogobius; Round goby; Biology; Allee effect; Invasive species; Propagule; Population; Introduced species; Ecology; Habitat; Population growth; Biological dispersal; Fishery; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003019076,0.0001465653,0.0002322312,0.00004905903,0.0001499601,0.00000798067,0.0003068012,0.0002417965,0.005582148],"category_scores_gemma":[0.0001917807,0.0001072231,0.00006268428,0.0001886774,0.0004949224,0.00009495574,0.0005023677,0.0003948142,0.0002487221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123502,"about_ca_system_score_gemma":0.00001346082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003994971,"about_ca_topic_score_gemma":0.9466757,"domain_scores_codex":[0.998916,0.00005884924,0.0002755144,0.0003375445,0.0001153465,0.0002967369],"domain_scores_gemma":[0.9994193,0.0001690789,0.00008928496,0.0002473876,0.000007347705,0.00006761627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002525089,0.0003109333,0.9867002,0.000003136036,0.0000109671,0.00001431074,0.0002443959,0.00003509075,0.005313518,0.003090703,0.003804487,0.0004469489],"study_design_scores_gemma":[0.0002755714,0.0001725014,0.9746358,0.000007622185,0.000008204213,0.000002279252,0.00007592078,0.00004922233,0.0002671374,0.002655433,0.02170953,0.0001407974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407598,0.000003461403,0.00004697172,0.0005599291,0.0002779741,0.0002422899,0.00001286619,0.0000315232,0.05806519],"genre_scores_gemma":[0.9967776,0.00007570688,0.0007105162,0.0005632715,0.00001339874,0.00003347193,0.00004322903,0.000005128912,0.001777664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9426807,"threshold_uncertainty_score":0.9953269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06182721648235855,"score_gpt":0.2269204863728572,"score_spread":0.1650932698904987,"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."}}