{"id":"W2804495494","doi":"10.3897/biss.2.24930","title":"Documenting the occurrence through space &amp;amp; time of aquatic non-indigenous fish, mollusks, algae, &amp;amp; plants threatening North America's Great Lakes utilizing herbaria &amp;amp; zoological museum specimens","year":2018,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Indigenous; Geography; Fishery; Algae; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.001858288,0.0003091935,0.0003761208,0.0001507052,0.003146087,0.0002739699,0.0007841237,0.0001017623,0.001433197],"category_scores_gemma":[0.0005786915,0.0002318171,0.00007894386,0.0009718162,0.003578279,0.002878191,0.001191429,0.0002166115,0.003445543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003694205,"about_ca_system_score_gemma":0.0001157691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008799292,"about_ca_topic_score_gemma":0.01273425,"domain_scores_codex":[0.9966672,0.00007895195,0.0004726126,0.0004420154,0.001612637,0.0007266009],"domain_scores_gemma":[0.9985105,0.000143429,0.0004921204,0.0004942843,0.0002251898,0.0001344493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002715706,0.000115554,0.580217,0.000070161,0.0001322324,0.000003151789,0.09604584,0.0003020188,0.0003352701,0.00003834093,0.318927,0.003541824],"study_design_scores_gemma":[0.0008283863,0.0001191641,0.1802827,0.00004499838,0.0001085697,0.00001777498,0.002855911,0.0001196997,0.00008934775,0.000143577,0.814793,0.0005968576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771456,0.00001819125,0.006750375,0.00104752,0.0002677408,0.0005694815,0.0008734969,0.00007572497,0.01325193],"genre_scores_gemma":[0.9862525,0.0007917203,0.008600628,0.002823758,0.00006142653,0.00002138115,0.0004329331,0.000006750182,0.001008893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4958659,"threshold_uncertainty_score":0.9994797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524112534766974,"score_gpt":0.2572026693154186,"score_spread":0.2319615439677488,"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."}}