{"id":"W4402695739","doi":"10.5376/jmr.2024.14.0016","title":"Applications of Geographic Information Systems in Mosquito Monitoring","year":2024,"lang":"en","type":"article","venue":"Journal of Mosquito Research","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geographic information system; Geography; Information system; Environmental resource management; Computer science; Ecology; Biology; Cartography; Environmental science; Engineering","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":[0.002680319,0.0004468652,0.0002900989,0.003905983,0.0005614292,0.002438672,0.0005789354,0.0007660259,0.002683079],"category_scores_gemma":[0.007305506,0.0002937173,0.0004493195,0.006126505,0.0009751483,0.002507216,0.001360688,0.0007394612,0.0006199353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109576,"about_ca_system_score_gemma":0.001142522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00513143,"about_ca_topic_score_gemma":0.004822006,"domain_scores_codex":[0.9973347,0.00181201,0.0001545968,0.0001530855,0.0004794914,0.00006611357],"domain_scores_gemma":[0.9947793,0.003698696,0.0003068706,0.0003906448,0.0007318283,0.00009260855],"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":[0.00006802838,0.00009830403,0.02303353,0.001241732,0.0001293964,0.0005943273,0.002185573,0.03235486,0.003290356,0.1344681,0.01444714,0.7880887],"study_design_scores_gemma":[0.0000375183,0.0004152733,0.02840611,0.001964588,0.0001807408,0.002282468,0.005780077,0.1220606,0.009935294,0.182511,0.6462126,0.0002137024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07172915,0.06700076,0.6916242,0.0219923,0.001379794,0.0007216782,0.001818226,0.001987725,0.1417461],"genre_scores_gemma":[0.4886033,0.04325135,0.4593757,0.0008508435,0.0005482002,0.0002313639,0.0007676862,0.000125511,0.006246044],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00513143,"threshold_uncertainty_score":0.01417506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06154770455995239,"score_gpt":0.3675439551781858,"score_spread":0.3059962506182334,"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."}}