{"id":"W4410264368","doi":"10.58837/tnh.22.6.257073","title":"William Benson and the golden age of malacology in British India: Biography, illustrated catalogue and evaluation of his molluscan types","year":2022,"lang":"en","type":"article","venue":"Tropical Natural History","topic":"Mollusks and Parasites Studies","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Biography; History; Genealogy; Classics; Geography; Art history","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":[0.0002354037,0.0004320203,0.0001979515,0.003166141,0.003409393,0.002493595,0.0006422495,0.0006160761,0.009915799],"category_scores_gemma":[0.0008584379,0.0003054505,0.0001084162,0.00549316,0.00356645,0.001424579,0.001249975,0.001012115,0.001861132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003351016,"about_ca_system_score_gemma":0.002883102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1868138,"about_ca_topic_score_gemma":0.3436996,"domain_scores_codex":[0.9996265,0.00006592248,0.00002652887,0.00005498299,0.0001161349,0.0001098387],"domain_scores_gemma":[0.9996278,0.00009008913,0.00005147708,0.00002914692,0.0001258564,0.00007560539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001936495,0.00004658198,0.03071535,0.001243777,0.00002465019,0.00370041,0.0637527,0.0003309351,0.002736213,0.08537763,0.3740579,0.4378202],"study_design_scores_gemma":[8.676269e-7,0.000006947329,0.01531106,0.0002037758,0.000002532896,0.0007295641,0.003539258,0.00001222859,0.00008214017,0.0004663896,0.9796349,0.00001032663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08526333,0.3279033,0.001398129,0.02015903,0.006090432,0.00009962388,0.0008695347,0.000211183,0.5580055],"genre_scores_gemma":[0.4936215,0.1923907,0.003555402,0.006811875,0.002062147,0.00008133491,0.0008634095,0.0001762647,0.3004373],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1868138,"threshold_uncertainty_score":0.3714529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777370116884758,"score_gpt":0.216924808322914,"score_spread":0.1991511071540664,"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."}}