{"id":"W2548967491","doi":"10.1038/nature20472","title":"Insect invasions and natural selection","year":2016,"lang":"en","type":"letter","venue":"Nature","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Natural selection; Selection (genetic algorithm); Natural (archaeology); Biology; Insect; Ecology; Zoology; Evolutionary biology; Geography; Paleontology; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005058371,0.0007028332,0.001529855,0.0004705593,0.004061337,0.004355447,0.001767459,0.06568879,0.007022075],"category_scores_gemma":[0.0242725,0.0008294742,0.001293342,0.000510203,0.006575949,0.004372206,0.002679177,0.0504858,0.004598364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002706567,"about_ca_system_score_gemma":0.003453909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007630495,"about_ca_topic_score_gemma":0.01838868,"domain_scores_codex":[0.9969003,0.0008950267,0.0003049121,0.0004080739,0.0009841041,0.0005075243],"domain_scores_gemma":[0.9872807,0.007331796,0.001127318,0.0007408983,0.001357995,0.002161463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001262466,0.00006191535,0.001170822,0.00007013152,0.00004210668,0.001461756,0.0002467328,0.00009235502,0.0002380583,0.009556311,0.9681669,0.01876668],"study_design_scores_gemma":[0.0001792851,0.00006917773,0.002536622,0.0003082706,0.00004997133,0.001338843,0.0003931785,0.0003930283,0.000246581,0.0303415,0.964083,0.00006073659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000409379,0.002778723,0.0000927501,0.968724,0.02410957,0.000006982458,0.00002256245,0.00001069705,0.003845292],"genre_scores_gemma":[0.005561515,0.001851671,0.0001441496,0.9055495,0.0725731,0.00002091108,0.00001694095,0.00001248969,0.01426961],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06568879,"threshold_uncertainty_score":0.02675158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03499325802788487,"score_gpt":0.2033518702689993,"score_spread":0.1683586122411144,"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."}}