{"id":"W2593250666","doi":"10.1111/ibi.12468","title":"Hugh Boyd, <scp>CM</scp> (1925–2016)","year":2017,"lang":"en","type":"article","venue":"Ibis","topic":"Avian ecology and behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Goose; Population; Geography; Barnacle; White (mutation); Amateur; History; Ethnology; Genealogy; Fishery; Archaeology; Ecology; Demography; Biology; Sociology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001288774,0.00009924341,0.0001028524,0.00001529831,0.0005153346,0.00004643945,0.0004885425,0.0001121088,0.002581074],"category_scores_gemma":[0.0001053597,0.00008703601,0.0000513448,0.0000338684,0.0003368039,0.0002711305,0.0002798783,0.0001243703,0.01394522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004961743,"about_ca_system_score_gemma":0.000007013828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001292374,"about_ca_topic_score_gemma":0.0002908087,"domain_scores_codex":[0.9992101,0.00001920199,0.000102864,0.0002507666,0.0001268359,0.0002902151],"domain_scores_gemma":[0.9992197,0.00003328589,0.00008951147,0.0005575977,0.000003193398,0.00009667605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001144539,0.00005480295,0.9339463,9.939619e-7,0.000003160151,0.00003283665,0.0001450849,0.000002384675,0.001826062,0.00002287618,0.05622115,0.007743168],"study_design_scores_gemma":[0.0001651491,0.00004122,0.8475955,0.000003303515,0.00001213488,0.000007681818,0.00003045603,0.000004386984,0.002400497,0.0002878795,0.1494125,0.00003930502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8835366,0.00001501771,0.00002511466,0.0003621787,0.0003404845,0.00008887557,0.000006215331,0.00003582483,0.1155896],"genre_scores_gemma":[0.9345006,0.00001003543,0.0003236886,0.000320441,0.00006763784,0.00001185768,0.000002090974,0.000009901797,0.06475379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09319136,"threshold_uncertainty_score":0.9983307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824481435926904,"score_gpt":0.2581947229390252,"score_spread":0.2399499085797561,"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."}}