{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007479549,0.0003577573,0.0001740227,0.000804043,0.0004587242,0.0009751813,0.0005215095,0.0002467092,0.0008477673],"category_scores_gemma":[0.002485292,0.0001556386,0.0004911546,0.0006281892,0.0003889111,0.0006477454,0.0008814108,0.0003169544,0.00007495322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004191672,"about_ca_system_score_gemma":0.003009781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6595858,"about_ca_topic_score_gemma":0.7908344,"domain_scores_codex":[0.9996814,0.00004873153,0.00001919779,0.00007249602,0.0001077171,0.00007054843],"domain_scores_gemma":[0.9988511,0.0002355311,0.0003480472,0.00005231979,0.0003959305,0.0001170991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001337014,0.00005112724,0.8457134,0.00003704739,0.0001598738,0.0001381394,0.000464553,0.1348783,0.001951485,0.0009015453,0.0003153148,0.01525544],"study_design_scores_gemma":[0.000006504419,0.0001387004,0.6698173,0.00001930295,0.00008264199,0.00006326871,0.001049351,0.3262079,0.001023607,0.0006431198,0.000907007,0.00004130333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953898,0.0000457624,0.002401923,0.0000529641,0.000002865909,0.00002058988,0.0002819425,0.00003053913,0.001773635],"genre_scores_gemma":[0.9979153,0.0000458566,0.001241518,0.000006481712,9.292663e-7,0.000006723556,0.0001976788,0.000004536398,0.0005808942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3404142,"threshold_uncertainty_score":0.6848379,"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."}}