{"id":"W4414081083","doi":"10.1111/brv.70068","title":"The Weak Worker Hypothesis: a new framework for understanding division of labour in social insects","year":2025,"lang":"en","type":"article","venue":"Biological reviews/Biological reviews of the Cambridge Philosophical Society","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University of Edmonton; University of Alberta","funders":"Army Research Laboratory; Army Research Office; Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Stimulus (psychology); Stressor; Division of labour; Fight-or-flight response; Social relation; Heat stress; Collective behavior","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749202,0.0007041546,0.0007924413,0.000878253,0.0008680335,0.001878233,0.002141814,0.001663443,0.003293626],"category_scores_gemma":[0.002221358,0.0002880924,0.0008886144,0.0004562602,0.005016585,0.003380913,0.001873674,0.002039594,0.000643723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009308241,"about_ca_system_score_gemma":0.000744142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655199,"about_ca_topic_score_gemma":0.001055758,"domain_scores_codex":[0.9993456,0.0001709669,0.00004151815,0.0002570697,0.0001170173,0.00006779511],"domain_scores_gemma":[0.9988709,0.0004695731,0.000301868,0.0001296463,0.00008995913,0.0001380703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002253383,0.0001035988,0.02084337,0.0007468415,0.0001333595,0.0009483039,0.00444847,0.02115508,0.03249697,0.7674929,0.005130053,0.1462757],"study_design_scores_gemma":[0.00004417659,0.0003429141,0.0300363,0.0001722283,0.00004391528,0.0008576994,0.001216818,0.05171657,0.002555512,0.8830304,0.02983878,0.0001446896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.118057,0.01464293,0.8261908,0.009195844,0.0005475198,0.0001940873,0.0003535185,0.0003845415,0.03043383],"genre_scores_gemma":[0.8215193,0.005624839,0.1595496,0.002522473,0.001153418,0.0004442624,0.0002270878,0.0001445582,0.008814556],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003293626,"threshold_uncertainty_score":0.01101828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511960628976475,"score_gpt":0.3450933707649156,"score_spread":0.1938973078672681,"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."}}