{"id":"W4402695724","doi":"10.5376/jmr.2024.14.0020","title":"Innovative Physical and Mechanical Methods for Mosquito Control","year":2024,"lang":"en","type":"article","venue":"Journal of Mosquito Research","topic":"Dengue and Mosquito Control Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03245704,0.0001576088,0.0005159831,0.0006967152,0.0007179324,0.0007478641,0.0007471825,0.0001936021,0.00006474096],"category_scores_gemma":[0.01129248,0.0001221738,0.0002292147,0.001561451,0.0007322429,0.0005748274,0.0001798773,0.00139952,0.00002014953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969242,"about_ca_system_score_gemma":0.001606718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001518296,"about_ca_topic_score_gemma":0.00006354041,"domain_scores_codex":[0.9938704,0.00238228,0.0005280059,0.0003842879,0.001824644,0.00101041],"domain_scores_gemma":[0.9861777,0.009978012,0.00009919462,0.0002145915,0.003041453,0.0004890549],"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":[0.0006206062,0.0001801807,0.00003040168,0.000133314,0.0003301969,0.0001198756,0.008356494,0.000004345783,0.06439351,0.251034,0.02121327,0.6535838],"study_design_scores_gemma":[0.00227966,0.001972489,0.0001996501,0.0002636929,0.00007950618,0.00004182598,0.007481229,0.006884463,0.003757539,0.1214212,0.8553489,0.0002698467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3849996,0.03728868,0.3518732,0.1534918,0.009378046,0.00875957,0.0001449085,0.0003367223,0.05372739],"genre_scores_gemma":[0.9859317,0.0006351654,0.005632477,0.0001194375,0.00496656,0.0000855109,8.240813e-7,0.00003933423,0.002588968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8341357,"threshold_uncertainty_score":0.9970358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1784743868112948,"score_gpt":0.6107662130922097,"score_spread":0.4322918262809148,"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."}}