{"id":"W1997201390","doi":"10.1007/s10530-005-4205-2","title":"Demographic Stochasticity, Environmental Variability, and Windows of Invasion Risk for Bythotrephes Longimanus in North America","year":2006,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Biology; Ecology; Range (aeronautics); Invasive species; Biodiversity; Introduced species; Resource (disambiguation); Population; Demography","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":[0.0005462658,0.00009568307,0.0001380299,0.0005106425,0.0004090243,0.0004251437,0.0002390032,0.0002291641,0.0009110096],"category_scores_gemma":[0.00184042,0.0001304552,0.0001567317,0.0003118339,0.0005860922,0.0005118935,0.00043182,0.0003755818,0.00005170154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005184188,"about_ca_system_score_gemma":0.0002858698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0304326,"about_ca_topic_score_gemma":0.1012953,"domain_scores_codex":[0.999866,0.00004218854,0.000008382518,0.00003928487,0.00001442867,0.00002978492],"domain_scores_gemma":[0.9983908,0.0006818598,0.0005345786,0.00007228363,0.00009038789,0.0002301322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001307857,0.0000398849,0.994857,0.000006157634,0.00005316189,0.00008671157,0.001075168,0.0009733103,0.0006600221,0.0003305356,0.0001041228,0.001683147],"study_design_scores_gemma":[0.000002374783,0.00001507583,0.9972299,0.000001954427,0.000008541035,0.00005759393,0.0007116919,0.001693761,0.00002343769,0.0001860072,0.00006593775,0.000003691357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998403,0.00002149921,0.00002412578,0.0000240093,4.787901e-7,3.97071e-7,0.00001905152,5.470844e-7,0.00006961182],"genre_scores_gemma":[0.9998987,0.00001466168,0.0000155202,0.000002555642,0.000001113808,9.490215e-7,0.00002670683,4.698974e-7,0.00003942743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0304326,"threshold_uncertainty_score":0.06051093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04001835962198167,"score_gpt":0.2125212881201733,"score_spread":0.1725029284981916,"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."}}