{"id":"W4407897590","doi":"10.1007/s10530-025-03549-w","title":"Uncovering the hidden within shipping containers: molecular biosurveillance confirms a pathway for introducing multiple regulated and invasive species","year":2025,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"Mitacs; Canadian Food Inspection Agency","keywords":"Biology; Computational biology; Evolutionary biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003405162,0.0001847255,0.0002175859,0.0000253239,0.0005788348,0.00004400465,0.0002751431,0.0001051849,0.00007311406],"category_scores_gemma":[0.001264413,0.0001160459,0.0000727061,0.0001902509,0.0008958332,0.00006572653,0.0008531906,0.0001315085,0.00002103256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427554,"about_ca_system_score_gemma":0.000005998093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001614385,"about_ca_topic_score_gemma":0.0001983029,"domain_scores_codex":[0.998803,0.0001017516,0.0002216696,0.0004823121,0.0001140134,0.0002772227],"domain_scores_gemma":[0.9987469,0.0008471128,0.00008948123,0.0002510204,0.000008960004,0.00005651245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004305334,0.00003384265,0.4963576,0.00001011332,0.00005145902,0.000005899945,0.0003751736,0.0004115957,0.5006626,0.0006994231,0.0008042611,0.0005449954],"study_design_scores_gemma":[0.0008770411,0.0002140353,0.9038939,0.00008422157,0.00002716838,0.000005017983,0.003839863,0.0002577799,0.08069658,0.002594028,0.007150533,0.0003598241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956748,0.0002692424,0.00051196,0.002012872,0.0001374478,0.0006574499,0.00005911785,0.00005577025,0.0006212751],"genre_scores_gemma":[0.9950628,0.0001533691,0.003416909,0.001030815,0.00002176369,0.0000512414,0.00002042908,0.000005228989,0.0002374268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.419966,"threshold_uncertainty_score":0.4732213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06742103074379091,"score_gpt":0.2230174751462902,"score_spread":0.1555964444024993,"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."}}