{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005330949,0.0001369174,0.0001752119,0.00002631477,0.0003638428,0.00009952333,0.0003818016,0.0001037657,0.0003241403],"category_scores_gemma":[0.0004691455,0.00005194264,0.0000380313,0.0006190367,0.0005670859,0.0001899505,0.0002161181,0.0001488986,0.00007470055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004532535,"about_ca_system_score_gemma":0.00001190789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134653,"about_ca_topic_score_gemma":0.02357079,"domain_scores_codex":[0.998632,0.0000589306,0.0002540178,0.000385794,0.000205461,0.0004637852],"domain_scores_gemma":[0.9988894,0.0007767738,0.00008077609,0.00006930744,0.00003971695,0.0001439533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000007383837,0.0000848001,0.0759884,0.00000130031,0.000002035983,0.000005694725,0.0002857257,9.652764e-7,0.9150847,0.001643125,0.000110357,0.006785494],"study_design_scores_gemma":[0.0001139911,0.0001878223,0.9881002,0.00003029951,0.000003341866,0.000003219277,0.001710519,0.00004959037,0.004216383,0.002819284,0.00259663,0.0001686744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935358,0.0005090602,0.00005280691,0.004007666,0.00009251975,0.0002207067,0.00003732363,0.00005455319,0.001489598],"genre_scores_gemma":[0.9981693,0.0001167099,0.0004703018,0.0008736348,0.00008660849,0.000005628455,0.00001135744,6.010909e-7,0.0002658818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9121118,"threshold_uncertainty_score":0.9942465,"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."}}