{"id":"W7115592829","doi":"10.21203/rs.3.rs-8253644/v1","title":"Environmental stress drives plasticity in sexual bimaturism in the black soldier fly (Hermetia illucens)","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Phenotypic plasticity; Plasticity; Sexual maturity; Sexual selection; Selection (genetic algorithm); Natural selection; Environmental change; Larva; Developmental plasticity","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005919788,0.0002105323,0.0002022993,0.0002251665,0.0002122594,0.0003659893,0.0001663445,0.000230587,0.00184029],"category_scores_gemma":[0.0001870925,0.0001678378,0.0001338323,0.00009956886,0.000214631,0.0001841665,0.0004298405,0.0004829091,0.0001579629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003607291,"about_ca_system_score_gemma":0.0001374145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003583584,"about_ca_topic_score_gemma":0.009655893,"domain_scores_codex":[0.9999523,0.000006363982,0.000002988715,0.0000145951,0.000009165034,0.00001460782],"domain_scores_gemma":[0.9997953,0.00003811987,0.00005557453,0.00001462982,0.00001806086,0.00007833035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000272855,0.00005618971,0.007037039,0.00002342188,0.00001214598,0.00006957023,0.00006876325,0.00008153364,0.9893047,0.00005844901,0.000102013,0.002913375],"study_design_scores_gemma":[0.00002157475,0.0003328,0.9487706,0.00001017022,0.00002234515,0.0001449214,0.0002632622,0.001134646,0.0486364,0.000119515,0.0005267204,0.00001702817],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995539,0.00008367073,0.0000372776,0.00002274737,0.000002286801,0.000001438043,0.00006983175,0.000005099865,0.0002237941],"genre_scores_gemma":[0.9986688,0.00008561418,0.00008807405,0.00006269039,0.000003148475,0.000007226456,0.0001844331,0.00001415454,0.0008860202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003583584,"threshold_uncertainty_score":0.007125437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460538824327447,"score_gpt":0.3314752582209343,"score_spread":0.2868698699776598,"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."}}