{"id":"W2082645884","doi":"10.1073/pnas.0807351105","title":"Reproductive constraint is a developmental mechanism that maintains social harmony in advanced ant societies","year":2008,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University; Arizona State University; Florida State University","keywords":"Biology; Eusociality; Reproduction; Constraint (computer-aided design); Evolutionary biology; Division of labour; Oogenesis; Genetics; Zoology; Hymenoptera; Oocyte; Embryo; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004392241,0.00006778982,0.00009172613,0.00003636006,0.0002648594,0.000003511371,0.0002485078,0.0000993408,0.0000162235],"category_scores_gemma":[0.00007195735,0.00005022803,0.00005709669,0.0001452511,0.0009473046,0.00001905374,0.00009900397,0.00009539674,4.26663e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002176052,"about_ca_system_score_gemma":0.00006637328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001215994,"about_ca_topic_score_gemma":1.023425e-7,"domain_scores_codex":[0.9992393,0.000004542459,0.0001500574,0.0002137668,0.0002675382,0.0001247511],"domain_scores_gemma":[0.999733,0.000007086959,0.0001552751,0.000003993417,0.00008948414,0.00001117464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002453979,0.00004673693,0.01120641,0.000008437371,0.000007999389,2.269934e-8,0.0007258212,0.000001164151,0.9837361,0.003366693,0.0007807845,0.0000952698],"study_design_scores_gemma":[0.0001746327,0.00003836209,0.07500976,0.000008465952,0.000002944834,0.00002529875,0.001199492,0.000007054705,0.9137505,0.009649065,0.0000702265,0.00006413283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967338,0.0000339424,8.080061e-7,0.002027788,0.00001444476,0.0001123657,0.00001220304,0.000002511925,0.001062133],"genre_scores_gemma":[0.9981145,0.00004376022,0.000961623,0.0005479305,0.00005068419,0.00001234301,4.15949e-7,0.000002183144,0.0002666122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06998557,"threshold_uncertainty_score":0.3490383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04791698280144764,"score_gpt":0.2959052354725103,"score_spread":0.2479882526710627,"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."}}