{"id":"W4310790577","doi":"10.1038/s41467-022-34783-8","title":"A new Progressive Management Pathway for improving seaweed biosecurity","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Biotechnology and Biological Sciences Research Council; Agencia Nacional de Investigación y Desarrollo; Research Councils UK; UK Research and Innovation","keywords":"Biosecurity; Outbreak; Eutrophication; Business; Algae; Biotechnology; Ecology; Biology; Virology; Nutrient","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006303964,0.0009516123,0.0003823047,0.001245431,0.001571187,0.00533573,0.002056526,0.003735127,0.0192234],"category_scores_gemma":[0.005332292,0.0002020554,0.0006503884,0.0008962734,0.001605309,0.00457346,0.005153921,0.004511158,0.003914052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003493005,"about_ca_system_score_gemma":0.03070902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009742074,"about_ca_topic_score_gemma":0.01920552,"domain_scores_codex":[0.9976174,0.0005410537,0.0001659216,0.0003155231,0.0009429689,0.000417067],"domain_scores_gemma":[0.9917912,0.000387363,0.0006083643,0.000582158,0.003674569,0.002956203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000232527,0.0008560993,0.008088976,0.002050911,0.0001694896,0.0004573271,0.000885797,0.001955628,0.0379249,0.07885779,0.2444122,0.6241084],"study_design_scores_gemma":[0.00006587336,0.000866665,0.01001283,0.001415135,0.0001256095,0.0003957125,0.001978616,0.001866622,0.007938591,0.04697295,0.9282752,0.00008606454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03976336,0.03162736,0.1517185,0.5950428,0.01079444,0.001446262,0.002655331,0.003935016,0.1630169],"genre_scores_gemma":[0.34713,0.05377122,0.3906951,0.111154,0.002355216,0.0009963374,0.004587391,0.0003826408,0.08892816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0192234,"threshold_uncertainty_score":0.06430864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148946442849746,"score_gpt":0.245086094327071,"score_spread":0.2301914500420964,"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."}}