{"id":"W3158742860","doi":"10.21203/rs.3.rs-440305/v1","title":"Species on the move: Stowaways and contaminants cause the greatest economic impacts","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Agence Nationale de la Recherche","keywords":"Alien; Alien species; Invasive species; Introduced species; Range (aeronautics); Ecology; Geography; Biology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001793578,0.0002102206,0.0001978534,0.00005984394,0.0006978128,0.0002989707,0.000687151,0.0001648294,0.004742216],"category_scores_gemma":[0.0002535162,0.0001174561,0.00007352092,0.0001166851,0.001016914,0.00007926983,0.003375033,0.001127491,0.0008303327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006059437,"about_ca_system_score_gemma":0.00007771525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00288481,"about_ca_topic_score_gemma":0.01054247,"domain_scores_codex":[0.9977368,0.000528681,0.0001745581,0.0005411853,0.0004419829,0.0005767874],"domain_scores_gemma":[0.9981033,0.0007708231,0.00006962865,0.0009237969,0.00001742589,0.0001150512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000459044,0.0009346196,0.5651333,0.0008453369,0.0009939856,0.001583606,0.01936629,0.01316968,0.00128826,0.05893298,0.3242033,0.01308967],"study_design_scores_gemma":[0.0001583443,0.0001606544,0.9840896,0.0001130697,0.0000143894,0.000008865226,0.00210102,0.0004315711,0.0002689798,0.001390396,0.01110516,0.0001579131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673718,0.0002173008,0.000002898993,0.003462378,0.0002175346,0.001089838,0.00004927753,0.00001948148,0.02756955],"genre_scores_gemma":[0.9919903,0.001476061,0.000006915314,0.000285449,0.00007842205,0.0002089203,0.00002205556,0.00001903727,0.005912865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4189564,"threshold_uncertainty_score":0.9999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06270885183597028,"score_gpt":0.3307912164596312,"score_spread":0.268082364623661,"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."}}