{"id":"W2129312712","doi":"10.1098/rsbm.2007.0011","title":"David Graham Lloyd. 20 June 1937 — 30 May 2007","year":2007,"lang":"en","type":"article","venue":"Biographical Memoirs of Fellows of the Royal Society","topic":"Pasture and Agricultural Systems","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grandparent; Brother; Surprise; Cousin; History; Genealogy; Demography; Medicine; Gerontology; Psychology; Sociology; Law; Developmental psychology; Political science; Archaeology","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":[0.000881268,0.0002914433,0.0004792914,0.00001316668,0.0002771547,0.00002380825,0.0008995459,0.0003869016,0.0002129377],"category_scores_gemma":[0.00004860404,0.00008630099,0.001538739,0.001134757,0.0005040584,0.0000618441,0.0002260024,0.0003160289,0.00001213067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002072737,"about_ca_system_score_gemma":0.000007536547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009761418,"about_ca_topic_score_gemma":0.0003386089,"domain_scores_codex":[0.9976386,0.00009413064,0.0006557858,0.0003859229,0.0006763531,0.0005491482],"domain_scores_gemma":[0.9987373,0.0003073563,0.0003940306,0.0001790165,0.0001710242,0.0002112478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009890526,0.0007056206,0.1426252,0.00008738274,0.0003353364,0.000003231982,0.0002343087,0.0000260946,0.6761891,0.000493966,0.1721917,0.007009048],"study_design_scores_gemma":[0.0004481208,0.0002996265,0.7499526,0.000161747,0.00012562,0.000004511374,0.001151931,0.00003861962,0.03903095,0.000333601,0.2079415,0.0005112744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914348,0.001064577,0.000007857428,0.002921704,0.000706038,0.0004425762,0.0000949646,0.00006264247,0.003264873],"genre_scores_gemma":[0.9967764,0.00008334954,0.0001497367,0.0002748855,0.0006574502,0.000006518555,0.00002489153,0.000002236209,0.002024506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6371582,"threshold_uncertainty_score":0.3519252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036456937667534,"score_gpt":0.2114480647427703,"score_spread":0.201083495366095,"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."}}