{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003743607,0.0005598532,0.0003529761,0.0006612681,0.0006515358,0.001130432,0.001143738,0.001070393,0.002115783],"category_scores_gemma":[0.0005740853,0.0003583644,0.0007676343,0.0006075106,0.0005395797,0.0008791244,0.001086816,0.0006842669,0.0001791495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275341,"about_ca_system_score_gemma":0.001203551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06550775,"about_ca_topic_score_gemma":0.0542712,"domain_scores_codex":[0.9998782,0.00005387521,0.000005799332,0.00003318981,0.00001287671,0.00001601511],"domain_scores_gemma":[0.9998353,0.0000685346,0.00003284427,0.000007174351,0.00003490421,0.00002120485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009824657,0.00001476739,0.001506897,0.00002256481,0.00002166618,0.00006468938,0.0000565314,0.9843028,0.0004686553,0.01109899,0.0003631279,0.002069605],"study_design_scores_gemma":[0.000006368613,0.000008980833,0.0005133355,0.000008892123,0.00001353348,0.00001733655,0.00005021226,0.9927183,0.00006799578,0.004799815,0.001786152,0.000009103836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3117748,0.001520061,0.649124,0.002772731,0.0001536782,0.0001225549,0.002383162,0.0006789755,0.03146991],"genre_scores_gemma":[0.8925453,0.0007870935,0.09936354,0.0001771537,0.00006888397,0.0002247996,0.0007189333,0.00009639216,0.006017947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06550775,"threshold_uncertainty_score":0.130253,"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."}}