{"id":"W7049245776","doi":"","title":"MHS Remembers Project: Hugh Beaty","year":2005,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artillery; World War II; Pound (networking); First world war","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001192411,0.0003419879,0.000375352,0.0001260046,0.00007698299,0.00005057854,0.0002637977,0.0002068484,0.5860147],"category_scores_gemma":[0.000007124515,0.0003334424,0.0002613836,0.00001457335,0.0000910813,2.600751e-7,0.0000545469,0.0002533181,0.003702609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002632431,"about_ca_system_score_gemma":0.00004907779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00537175,"about_ca_topic_score_gemma":0.0003266562,"domain_scores_codex":[0.9985836,0.00004114351,0.0005524627,0.0002091158,0.000310825,0.0003028374],"domain_scores_gemma":[0.9988385,0.00003701082,0.0006047519,0.0003487652,0.00007922627,0.00009174097],"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":[0.0000222188,0.00006759834,0.00001372349,0.0001260062,0.00014415,0.000001256704,0.0001569482,0.0001485034,1.869178e-7,0.0004091541,0.9947036,0.004206688],"study_design_scores_gemma":[0.0004983381,0.00004861622,0.000009044324,0.00009664541,0.00006409588,0.000003889711,0.0002722151,0.000008551026,0.000002554614,0.00002417218,0.9986153,0.0003565436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000208944,0.0001719286,0.000001286698,0.00009603828,0.0001912059,0.0005061057,0.0003863288,0.0001387331,0.9984875],"genre_scores_gemma":[0.002780013,0.00005222877,0.0007909579,0.0001140159,0.0005597423,0.00002877498,0.0005260278,0.0001132755,0.995035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5823122,"threshold_uncertainty_score":0.9999118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004900735956379641,"score_gpt":0.1895726446484486,"score_spread":0.184671908692069,"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."}}