{"id":"W4323075053","doi":"10.1007/s10530-023-03019-1","title":"A temporal assessment of risk of non-indigenous species introduction by ballast water to Canadian coastal waters based on environmental similarity","year":2023,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Transport Canada","keywords":"Ballast; Environmental science; Biodiversity; Scale (ratio); Risk assessment; Environmental data; Biology; Ecology; Environmental resource management; Geography","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":[0.0003711261,0.0001610722,0.0002357315,0.0001031522,0.0002526648,0.000007566886,0.0002323466,0.0001420707,0.007701867],"category_scores_gemma":[0.0001254163,0.0001037267,0.00008457472,0.0002063907,0.0004611624,0.00004595425,0.0002526103,0.0001768782,0.0003299154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217928,"about_ca_system_score_gemma":0.00003189304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01541526,"about_ca_topic_score_gemma":0.03410945,"domain_scores_codex":[0.9986011,0.000138478,0.0002804223,0.0003665869,0.0001992903,0.0004140692],"domain_scores_gemma":[0.999347,0.0001133356,0.00006893938,0.0002446153,0.000008239895,0.0002178185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002997958,0.0002089582,0.8286803,0.000002816002,0.0000137795,0.000006570682,0.0001917804,0.002158132,0.1473829,0.00001593632,0.02112894,0.0001799489],"study_design_scores_gemma":[0.0001846805,0.0007060116,0.9523301,0.000003353116,0.000009518044,8.89726e-7,0.0002745677,0.000262516,0.02879828,0.00005124016,0.01723507,0.0001438433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947194,5.581444e-7,0.00007388092,0.00160347,0.0001733059,0.0003229136,0.0007679434,0.00002148086,0.002317074],"genre_scores_gemma":[0.9980131,0.00002506567,0.0004092853,0.0003197682,0.00005094767,0.00002546315,0.0006774532,0.000007117076,0.0004718397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236497,"threshold_uncertainty_score":0.9932052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808613733558377,"score_gpt":0.2255876210800019,"score_spread":0.1875014837444181,"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."}}