{"id":"W4391840917","doi":"10.21203/rs.3.rs-3329039/v1","title":"Individuality across environmental context in Drosophila melanogaster","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Domtar (Canada)","funders":"Air Force Office of Scientific Research; Freie Universität Berlin; Deutsche Forschungsgemeinschaft","keywords":"Drosophila melanogaster; Context (archaeology); Drosophila (subgenus); Evolutionary biology; Biology; Genetics; Paleontology; Gene","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":[0.0001125276,0.0002106741,0.0002433226,0.0004638981,0.0001507248,0.0003387488,0.0001784696,0.0001643852,0.0005450366],"category_scores_gemma":[0.0001831695,0.00013879,0.0002022978,0.0002171888,0.0002372047,0.0001335984,0.0003249652,0.0003254557,0.00008664643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003906305,"about_ca_system_score_gemma":0.0001131522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412091,"about_ca_topic_score_gemma":0.004139384,"domain_scores_codex":[0.9998748,0.00002141468,0.00001004774,0.00005192691,0.00002773479,0.00001407253],"domain_scores_gemma":[0.9997714,0.00005367126,0.00009142711,0.00002725247,0.0000251431,0.00003108758],"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":[0.0000897049,0.00001966271,0.01070999,0.0000633802,0.00003497201,0.00007281435,0.00007363775,0.0003575781,0.985385,0.00007167166,0.00004682696,0.003074744],"study_design_scores_gemma":[0.00001879461,0.0003676908,0.7628062,0.00002033126,0.00009401322,0.0004891484,0.0002752922,0.004350837,0.2295492,0.000353107,0.001619699,0.00005569711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983186,0.000326763,0.0006298672,0.00001744856,0.000002532302,0.000005047672,0.0003293108,0.00002115944,0.0003493469],"genre_scores_gemma":[0.9982538,0.0001984528,0.0008302893,0.00003181716,0.000001988423,0.00001015655,0.0003484728,0.00001230284,0.0003127575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002412091,"threshold_uncertainty_score":0.004796088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049337239637047,"score_gpt":0.3923505499272754,"score_spread":0.3430133102902284,"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."}}