{"id":"W2145339358","doi":"10.1641/b570509","title":"Species Invasions from Commerce in Live Aquatic Organisms: Problems and Possible Solutions","year":2007,"lang":"en","type":"article","venue":"BioScience","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Fish <Actinopterygii>; Principal (computer security); Biology; Introduced species; Ecology; Common name; Invasive species; Species name; Fishery; Geography; Business; Taxonomy (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003971706,0.000920027,0.0006787566,0.001504934,0.003208454,0.004040408,0.001552667,0.002950786,0.00575542],"category_scores_gemma":[0.01413157,0.0004765999,0.0006589957,0.002403861,0.005197397,0.005191661,0.002699114,0.001936271,0.0004225915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001961317,"about_ca_system_score_gemma":0.002928436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02506571,"about_ca_topic_score_gemma":0.05964072,"domain_scores_codex":[0.9968579,0.001317725,0.0001750568,0.0004274206,0.0006053792,0.0006166037],"domain_scores_gemma":[0.9893376,0.004952583,0.002654221,0.0006422377,0.001492608,0.0009208127],"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":[0.0004089467,0.0009991644,0.652819,0.001348227,0.0002591026,0.007548198,0.0117931,0.003341266,0.002740722,0.02810323,0.0196563,0.2709828],"study_design_scores_gemma":[0.0001185245,0.000733376,0.7356425,0.001723451,0.0003007194,0.01768981,0.09394152,0.008989834,0.002971595,0.07438866,0.06314317,0.0003568754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8333471,0.01739114,0.009701878,0.09575463,0.0004551079,0.0002599216,0.0003227114,0.0002903214,0.04247718],"genre_scores_gemma":[0.9770148,0.007294387,0.007510555,0.003436336,0.0003611304,0.0001130852,0.0002023628,0.00002884196,0.004038444],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02506571,"threshold_uncertainty_score":0.04983962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08979287676783397,"score_gpt":0.2232437111252348,"score_spread":0.1334508343574008,"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."}}