{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007115881,0.00007169155,0.0001206234,0.0001898398,0.0002826754,0.00001666375,0.0007574077,0.00007507295,0.0000112209],"category_scores_gemma":[0.0002960307,0.00004767677,0.0000949336,0.0006837207,0.0007165277,0.00002016681,0.0001440878,0.0001263251,0.00001347378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001409606,"about_ca_system_score_gemma":0.0005847886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009521864,"about_ca_topic_score_gemma":0.00003343806,"domain_scores_codex":[0.9991553,0.00001596947,0.0002587526,0.0001187532,0.0002333844,0.0002178154],"domain_scores_gemma":[0.9993446,0.000005862041,0.0001938513,0.0001675166,0.0001442862,0.0001438339],"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":[0.00004681891,0.00005506873,0.01017014,0.00000855178,0.00001694786,0.00001974907,0.0003729711,0.0005126985,0.9839792,0.00003987672,0.003737058,0.001040988],"study_design_scores_gemma":[0.0003981372,0.0005024449,0.07919465,0.0001004007,0.00002851058,0.0001194094,0.0002748323,0.00001131763,0.906188,0.00007698439,0.01297033,0.0001350308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963661,0.00006444504,0.0000265832,0.002024973,0.001324379,0.00007274382,0.000005711932,0.00000341833,0.0001116623],"genre_scores_gemma":[0.9987186,0.00008678835,0.0002382617,0.0004587753,0.0002057275,0.000001268977,0.000001163125,0.000003990749,0.0002854699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07779118,"threshold_uncertainty_score":0.2640076,"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."}}