{"id":"W4389803484","doi":"10.1101/pdb.prot108342","title":"Automated Egg-Counting Approaches for<i>Aedes aegypti</i>Oviposition Experiments","year":2023,"lang":"en","type":"article","venue":"Cold Spring Harbor Protocols","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aedes aegypti; Fecundity; Biology; Blood meal; Aedes; Key (lock); Zoology; Ecology; Larva; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003634859,0.0002430789,0.0003733703,0.000147817,0.0002290223,0.0001422573,0.0001651571,0.0001162762,0.0000361477],"category_scores_gemma":[0.0001289985,0.0002339654,0.0002150933,0.000333394,0.00003956735,0.0001520276,0.00007948292,0.0001174958,0.0001017499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058156,"about_ca_system_score_gemma":0.000122132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001686437,"about_ca_topic_score_gemma":6.881867e-7,"domain_scores_codex":[0.9982074,0.00003529745,0.0003809219,0.0004895816,0.000346091,0.000540676],"domain_scores_gemma":[0.9990098,0.0000621629,0.0001458565,0.0004710771,0.0001159436,0.00019517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00266285,0.001331074,0.03925049,0.004000627,0.0006862333,0.0001537286,0.0003552212,0.0003484655,0.9053578,0.03312999,0.007891092,0.004832394],"study_design_scores_gemma":[0.01791279,0.001360192,0.175011,0.002643992,0.0004670186,0.000004225147,0.0002695615,0.4571012,0.2647181,0.000124003,0.07919059,0.001197395],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6001123,0.0004096352,0.003730122,0.001262029,0.0003155961,0.3848304,0.00008393351,0.007461301,0.001794586],"genre_scores_gemma":[0.7029358,0.000001495931,0.0009759582,0.0002305624,0.000299838,0.2952141,0.00001268701,0.00006606877,0.0002635118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6406398,"threshold_uncertainty_score":0.9540832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06577077887119837,"score_gpt":0.3400736134524515,"score_spread":0.2743028345812532,"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."}}