{"id":"W7034165963","doi":"","title":"Spatial and temporal patterns of biofouling aquatic invasive species in the Salish Sea","year":2022,"lang":"en","type":"article","venue":"Western CEDAR (Western Washington University)","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofouling; Invasive species; Recreational fishing; Watercraft; Tunicate; Aquatic animal; Introduced species; Spatial ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004586471,0.0001718471,0.0002388197,0.0004384529,0.0002513522,0.000150229,0.001436477,0.00004685456,0.000006154299],"category_scores_gemma":[0.00002341017,0.0001629166,0.00006368676,0.0005044685,0.00006370766,0.0004480069,0.001071044,0.0002912784,0.000001559804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008727086,"about_ca_system_score_gemma":0.00009757298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009664579,"about_ca_topic_score_gemma":0.001551719,"domain_scores_codex":[0.9983076,0.0004250231,0.0002527043,0.000380744,0.000390683,0.0002432258],"domain_scores_gemma":[0.999,0.0002407747,0.0002424566,0.0004300377,0.00003404824,0.0000526677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001706797,0.00008303242,0.9901356,0.00003740887,0.00001459238,0.0001523747,0.005740291,0.001548203,0.00007670817,0.001303695,0.00003088684,0.0008601173],"study_design_scores_gemma":[0.006630364,0.002440149,0.855432,0.0007521395,0.0001415067,0.0003295999,0.01826649,0.0709549,0.006573888,0.001432687,0.03427086,0.002775464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7628127,0.00002178387,0.2357058,0.0005672785,0.0001133245,0.0002111165,0.00001555711,0.0001197628,0.0004326312],"genre_scores_gemma":[0.9973791,0.00002985391,0.001819597,0.0002781306,0.00002781204,0.000001268088,0.00001477503,0.00001065226,0.000438865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2345663,"threshold_uncertainty_score":0.6643545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272529765180381,"score_gpt":0.2207934316104605,"score_spread":0.1980681339586567,"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."}}