{"id":"W2142776164","doi":"10.4039/tce.2014.27","title":"Crowdsourcing for large-scale mosquito (Diptera: Culicidae) sampling","year":2014,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agricultural Research Service","keywords":"Aedes vexans; Geography; Sampling (signal processing); Range (aeronautics); Mosquito control; Aedes; Biology; Resource (disambiguation); Scale (ratio); Population; Ecology; Cartography; Larva; Environmental health; Filter (signal processing)","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":[],"consensus_categories":[],"category_scores_codex":[0.000593236,0.0001800923,0.0002892586,0.00009224562,0.000516804,0.00009246444,0.000262715,0.0001103787,0.0001988252],"category_scores_gemma":[0.0003890606,0.0001303162,0.0001997022,0.0001315836,0.00009648121,0.00003617892,0.00003129281,0.0001723056,0.00006070753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472781,"about_ca_system_score_gemma":0.0002820826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04814797,"about_ca_topic_score_gemma":0.3100172,"domain_scores_codex":[0.9984902,0.00005208218,0.0002270092,0.0003199534,0.0001664417,0.0007442714],"domain_scores_gemma":[0.9984856,0.0001584986,0.00006790234,0.0005814043,0.000114376,0.0005922557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002733398,0.0009630079,0.280522,0.001481673,0.001504959,0.0003857433,0.01037429,0.002776046,0.01282128,0.2884385,0.1655574,0.2324418],"study_design_scores_gemma":[0.00502144,0.0005356843,0.09284951,0.0001456874,0.0006694462,0.0001126946,0.001099174,0.02288236,0.000550129,0.003276684,0.8722523,0.0006048292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695739,0.002033015,0.04175922,0.04798751,0.001368019,0.003150943,0.0004143661,0.0003105284,0.0334025],"genre_scores_gemma":[0.9867262,0.000005139239,0.0004399928,0.009975158,0.0007902404,0.0001222752,0.00008234251,0.00003387024,0.001824844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.706695,"threshold_uncertainty_score":0.9581905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307451784381528,"score_gpt":0.2884203716019115,"score_spread":0.2653458537580963,"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."}}