{"id":"W4387893555","doi":"10.1111/mec.17176","title":"Temporal collections to study invasion biology","year":2023,"lang":"en","type":"review","venue":"Molecular Ecology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Digitization; Pace; Quickening; Data science; Adaptation (eye); Evolutionary biology; Ancient DNA; Ecology; Population; Computer science; Geography","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":[0.004243011,0.001101636,0.001572917,0.006120753,0.000470962,0.001706913,0.001951416,0.001136767,0.006127394],"category_scores_gemma":[0.00562682,0.0004415003,0.0008250567,0.006438032,0.001517363,0.003585326,0.001838568,0.001793533,0.003578559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007531013,"about_ca_system_score_gemma":0.002703912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003485501,"about_ca_topic_score_gemma":0.006788823,"domain_scores_codex":[0.998741,0.0003375389,0.0001764255,0.000235885,0.0004456278,0.00006349183],"domain_scores_gemma":[0.9957114,0.002113256,0.0007781569,0.0004214505,0.0007905378,0.0001851015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006095986,0.00003826839,0.001597345,0.02096915,0.000171939,0.0001658946,0.0003932368,0.0001590109,0.001574272,0.008028203,0.02172175,0.94512],"study_design_scores_gemma":[0.00001189906,0.00004444722,0.006067914,0.008516351,0.0001475746,0.0009116422,0.0003990583,0.00003469843,0.0007310372,0.002671414,0.9804299,0.00003422093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005718138,0.98954,0.002058929,0.0006041957,0.0006017799,0.00007668084,0.0005904339,0.00005259101,0.005903509],"genre_scores_gemma":[0.003345153,0.9885007,0.004268665,0.0005700446,0.0003318746,0.0001327763,0.0009402651,0.00003489829,0.001875572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006127394,"threshold_uncertainty_score":0.02243948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1561269961485823,"score_gpt":0.3196464157783899,"score_spread":0.1635194196298076,"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."}}