{"id":"W2203920369","doi":"10.1641/0006-3568(2004)054[0919:btwbit]2.0.co;2","title":"Bridging Troubled Waters: Biological Invasions, Transoceanic Shipping, and the Laurentian Great Lakes","year":2004,"lang":"en","type":"article","venue":"BioScience","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; McGill University; University of Toronto","funders":"","keywords":"Ballast; Oceanography; Fishery; Environmental science; On board; Invasive species; Geography; Ecology; Biology; Geology; Archaeology","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":[0.0004376973,0.0001129419,0.0001228635,0.00002207367,0.0005050395,0.0000607806,0.0003677124,0.00005634342,0.001330388],"category_scores_gemma":[0.0001194497,0.00006159971,0.00004754013,0.0002101254,0.0022348,0.0002244053,0.0002012171,0.0001144444,0.0001173407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004439137,"about_ca_system_score_gemma":0.0000120636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001536422,"about_ca_topic_score_gemma":0.0006243732,"domain_scores_codex":[0.9990067,0.00006847275,0.0001370481,0.0003403958,0.0001490738,0.00029828],"domain_scores_gemma":[0.9996558,0.00005770173,0.00004070808,0.0001660784,0.000003935255,0.00007575026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002471947,0.0002890789,0.8220018,0.00002422897,0.00003470228,0.00008367771,0.00628458,0.0003414849,0.09237079,0.05947069,0.004833079,0.01401868],"study_design_scores_gemma":[0.003261549,0.0002557334,0.9589273,0.00003347021,0.00002539324,0.000134113,0.0005482907,0.0003306971,0.009629729,0.01039689,0.01600113,0.0004557265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882157,0.00006706819,0.0004512459,0.006032591,0.0001506707,0.000184546,0.000001916236,0.00004171102,0.00485448],"genre_scores_gemma":[0.998026,0.0001670443,0.0002749812,0.001046299,0.00002923031,0.000009840089,0.000001971813,0.000003110189,0.0004415618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1369255,"threshold_uncertainty_score":0.9995825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0302238934518216,"score_gpt":0.2095267861421987,"score_spread":0.1793028926903771,"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."}}