{"id":"W4408134136","doi":"10.18280/mmep.120209","title":"Mathematical Modeling of Ecological Associations and Spatial Distribution of Nepenthes Tobaica in Ria-Ria Village, North Sumatra: Implications for Conservation and Management","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Plant and Biological Electrophysiology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Distribution (mathematics); Ecology; Spatial distribution; Biology; Remote sensing; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003267867,0.0002498673,0.0003124957,0.0006854453,0.0007405257,0.001689945,0.001079398,0.0006478942,0.001946411],"category_scores_gemma":[0.0021187,0.0003441379,0.0004924609,0.0005993279,0.0007632385,0.0009611273,0.0008102147,0.0004326515,0.000185394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00180435,"about_ca_system_score_gemma":0.001396595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07509334,"about_ca_topic_score_gemma":0.08614872,"domain_scores_codex":[0.999876,0.00004762279,0.000007671971,0.00003323259,0.000009108918,0.00002637734],"domain_scores_gemma":[0.9993068,0.0003703621,0.0001582446,0.00003101552,0.00008262537,0.00005098277],"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":[0.0000245817,0.00003838485,0.02611913,0.00002732583,0.00003855273,0.0002010081,0.0001897545,0.9590739,0.0008504774,0.01035098,0.0003119326,0.002773956],"study_design_scores_gemma":[0.000004091368,0.000008937785,0.0102138,0.000006023685,0.00001548295,0.00006450406,0.0002759933,0.9859043,0.00006228018,0.003105751,0.0003300603,0.000008778078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750717,0.0001023084,0.01696424,0.0006399375,0.00001140058,0.00001734614,0.0002542264,0.00004639257,0.006892392],"genre_scores_gemma":[0.9957053,0.00006756072,0.001751617,0.00001824892,0.000003783336,0.00001889164,0.00006861587,0.00001031926,0.002355673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07509334,"threshold_uncertainty_score":0.1493125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02720019157491087,"score_gpt":0.2118060039458178,"score_spread":0.1846058123709069,"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."}}