{"id":"W4383700638","doi":"10.1007/s41745-023-00375-8","title":"Suzanne Wellington Tubby Batra: A Life Dedicated to Pollen Bees","year":2023,"lang":"en","type":"article","venue":"Journal of the Indian Institute of Science","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Eusociality; Sociobiology; Biology; Entomology; Ethology; Zoology; Insect; Brood; Sociology; Ecology; Hymenoptera; Evolutionary biology","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":[0.001761635,0.0009812667,0.000717204,0.001153416,0.006810834,0.005169781,0.001232754,0.004042316,0.06093549],"category_scores_gemma":[0.004475985,0.0004963478,0.0005986979,0.0004819476,0.002233899,0.002982887,0.004458792,0.009151237,0.02938076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002431497,"about_ca_system_score_gemma":0.002632247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004289818,"about_ca_topic_score_gemma":0.01498555,"domain_scores_codex":[0.9976038,0.0005654742,0.00008628749,0.0006059775,0.0008057746,0.0003325856],"domain_scores_gemma":[0.9930467,0.0005278466,0.000193113,0.0001995294,0.001765843,0.004267013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003631344,0.00001382276,0.0001651954,0.00006438575,0.000007574815,0.000192788,0.0002894626,0.00001653615,0.00115642,0.002258519,0.9755088,0.02029007],"study_design_scores_gemma":[0.000002198336,0.00001451854,0.0003079727,0.00006886337,0.000003388,0.0003034147,0.0004071082,0.00001220985,0.000254434,0.0005977612,0.9980178,0.00001027836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002456551,0.08180688,0.002302637,0.4964645,0.3533668,0.00006019296,0.0001642269,0.00061384,0.06276445],"genre_scores_gemma":[0.01976896,0.02360182,0.002567387,0.1034658,0.05572985,0.00007106186,0.00009358568,0.0005341286,0.7941675],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06093549,"threshold_uncertainty_score":0.2038496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01268687014550583,"score_gpt":0.2634116268940493,"score_spread":0.2507247567485435,"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."}}