{"id":"W4360858160","doi":"10.3390/plants12071433","title":"A Modeling Framework to Frame a Biological Invasion: Impatiens glandulifera in North America","year":2023,"lang":"en","type":"article","venue":"Plants","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Istanbul Teknik Üniversitesi","keywords":"Invasive species; Geography; Range (aeronautics); Ecology; Climate change; Environmental resource management; Biology; Environmental science; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006600944,0.00009141109,0.0001255095,0.0000399118,0.00006131586,0.00001891337,0.0001600131,0.000069765,0.009317592],"category_scores_gemma":[0.0001249967,0.00007415687,0.00002581582,0.000620571,0.00002940524,0.00004183441,0.0002039413,0.000128593,0.009312443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384483,"about_ca_system_score_gemma":0.000003321946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003086471,"about_ca_topic_score_gemma":0.001108979,"domain_scores_codex":[0.9990937,0.00002335454,0.0001380608,0.0002415174,0.0001747664,0.0003286379],"domain_scores_gemma":[0.9996582,0.0000530762,0.00001682243,0.0001351209,0.000002595117,0.0001341546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000950911,0.0001295764,0.9704068,0.000004474266,0.000005207917,0.0001017306,0.003216093,0.01321116,0.0006530521,0.00005271869,0.007479027,0.004645055],"study_design_scores_gemma":[0.0002871576,0.0001459024,0.9542343,0.00003033405,0.000001888586,0.000006305219,0.003521143,0.0294162,0.00004194177,0.0002925266,0.01170913,0.0003131876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974833,0.000007035581,0.0002997566,0.0004093186,0.00008973058,0.000125549,0.0001915267,0.00008904091,0.001304742],"genre_scores_gemma":[0.9984599,0.0001232496,0.0001349003,0.001001679,0.00002174749,0.00003145338,0.0002029339,0.000005169405,0.00001896854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01620504,"threshold_uncertainty_score":0.9915881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07261124184793641,"score_gpt":0.2759678560588562,"score_spread":0.2033566142109198,"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."}}