{"id":"W1983685713","doi":"10.1023/b:binv.0000005569.81791.25","title":"Species Richness and Invasion Vectors: Sampling Techniques and Biases","year":2003,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Ballast; Plankton; Sampling (signal processing); Phytoplankton; Zooplankton; Biology; Species richness; Oceanography; Fishery; Range (aeronautics); Mesocosm; Environmental science; Ecology; Engineering; Nutrient","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":[0.0002432428,0.0001475336,0.0001714071,0.00003559084,0.0003571108,0.00002998057,0.000101445,0.0001564212,0.003335726],"category_scores_gemma":[0.001107778,0.00009926058,0.00003056974,0.0001516095,0.0007733751,0.0001148314,0.0003352136,0.0001413457,0.00005019268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002842277,"about_ca_system_score_gemma":0.000005639951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003413342,"about_ca_topic_score_gemma":0.00006156859,"domain_scores_codex":[0.9990541,0.0001181974,0.0001634949,0.0003569139,0.00007345631,0.0002338322],"domain_scores_gemma":[0.9991631,0.0005278616,0.00004708549,0.0001422215,0.000007259776,0.0001124609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000884193,0.00008035939,0.9409258,0.000004189777,0.000005848291,0.00001332368,0.00005949643,0.000001372188,0.04372322,0.01145964,0.001614994,0.002102902],"study_design_scores_gemma":[0.0001747283,0.000329352,0.7627892,0.000026343,0.000010123,0.0001035486,0.0003286641,0.000003431348,0.02399126,0.007692189,0.2042528,0.0002983048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655168,0.0001984426,0.00006196165,0.0002488816,0.00006408777,0.0001723169,0.000005452638,0.00008728095,0.0336448],"genre_scores_gemma":[0.9935865,0.001485024,0.003739334,0.000330925,0.00003973926,0.00002876747,0.00000722986,0.000005778742,0.0007767355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2026378,"threshold_uncertainty_score":0.9975753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2349280062553137,"score_gpt":0.2748858559145593,"score_spread":0.03995784965924568,"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."}}