{"id":"W4402333679","doi":"10.3391/bir.2024.13.3.12","title":"Multiple perspectives on the emergence of the invasive colonial tunicate Didemnum vexillum Kott, 2002 in the western Bay of Fundy, Atlantic Canada","year":2024,"lang":"en","type":"article","venue":"BioInvasions Records","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada","keywords":"Tunicate; Fishery; Bay; Aquatic animal; Invasive species; Biology; Introduced species; Geography; Ecology; Fish <Actinopterygii>; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004654953,0.0001619617,0.0001867883,0.00004114952,0.0002283364,0.00001576657,0.0009486694,0.00006974375,0.004370603],"category_scores_gemma":[0.0008357833,0.00007897842,0.0001154273,0.0006111946,0.0007321205,0.00007684658,0.0004100192,0.000314531,0.00009332404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152619,"about_ca_system_score_gemma":0.0002612005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2241246,"about_ca_topic_score_gemma":0.9319602,"domain_scores_codex":[0.9983972,0.0003394677,0.000333401,0.0003147989,0.0003492318,0.0002659187],"domain_scores_gemma":[0.9977872,0.001423692,0.0001215639,0.0006104516,0.00001966095,0.00003747273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003227558,0.0001423975,0.8899287,0.0000277927,0.00003907051,0.00001762101,0.003652269,0.0001260752,0.002085785,0.001833028,0.101865,0.0002499775],"study_design_scores_gemma":[0.0001364025,0.0001522726,0.9578993,0.00009983236,0.00002462609,0.00001180278,0.004522334,0.0003348068,0.001771176,0.0001943522,0.03470908,0.0001440066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762262,0.0001961856,0.000004604366,0.01018649,0.0006745596,0.0004690657,0.00005290259,0.00000973238,0.01218032],"genre_scores_gemma":[0.9964737,0.0004702065,0.00002501149,0.0003998301,0.00005118304,0.00004740404,0.000002405692,0.00001029332,0.002519915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7078356,"threshold_uncertainty_score":0.9965395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990314001958197,"score_gpt":0.2218449803272487,"score_spread":0.2019418403076668,"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."}}