{"id":"W4313574603","doi":"10.3390/biology12010084","title":"Predicting the Impact of Climate Change on the Habitat Distribution of Parthenium hysterophorus around the World and in South Korea","year":2023,"lang":"en","type":"article","venue":"Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Environment - Saskatchewan","keywords":"Parthenium hysterophorus; Climate change; Habitat; Distribution (mathematics); Precipitation; Ecology; Biology; Global warming; Agroforestry; Geography; Weed; Meteorology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004622392,0.00007881179,0.0001061521,0.00001630206,0.0001048713,0.000008216714,0.0001582385,0.00003627156,0.000339572],"category_scores_gemma":[0.00005864536,0.00003289839,0.00004967681,0.0003416976,0.0004439801,0.00002276775,0.0001629534,0.0000835217,0.00005836464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008396509,"about_ca_system_score_gemma":0.000002557321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003856666,"about_ca_topic_score_gemma":0.0009053462,"domain_scores_codex":[0.9992893,0.0001359876,0.0001553611,0.0001241563,0.0000713169,0.0002238176],"domain_scores_gemma":[0.9994286,0.0002512733,0.0001107543,0.000185868,0.000004904593,0.00001865574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005667512,0.00002320033,0.9943353,0.000004295088,0.000008001946,4.230501e-7,0.001156533,0.00001465286,0.001984753,0.001431903,0.0003162906,0.0006679937],"study_design_scores_gemma":[0.0001235885,0.0001017377,0.9959797,0.00001040502,0.000004745269,0.000001011371,0.002625022,0.0003363616,0.0002669294,0.0001585411,0.0003555353,0.0000364677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963787,0.00005135253,9.715635e-7,0.001112479,0.00006664252,0.0002334301,0.0005415096,0.00001142353,0.001603551],"genre_scores_gemma":[0.9996265,0.0001464296,1.9217e-7,0.00006367315,0.00002505671,0.00004283408,0.00007685593,0.000003532017,0.00001493339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003247853,"threshold_uncertainty_score":0.3718076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05034813037255791,"score_gpt":0.285511450167718,"score_spread":0.23516331979516,"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."}}