{"id":"W3127215490","doi":"10.29173/bluejay6300","title":"In Memoriam: J. Frank Roy","year":2020,"lang":"en","type":"article","venue":"Blue Jay","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Art history; Law and economics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000697083,0.00007222014,0.0001347715,0.000002711127,0.00007157302,0.00001249187,0.0001226806,0.00005695329,0.000500217],"category_scores_gemma":[0.00006435284,0.00002603569,0.00004078371,0.0001738769,0.00003336748,0.00005316497,0.0000553463,0.00008313137,0.0002195954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008340134,"about_ca_system_score_gemma":0.000002596178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206671,"about_ca_topic_score_gemma":0.001239248,"domain_scores_codex":[0.9994563,0.00003097463,0.0001127356,0.0001770049,0.00005331187,0.0001696055],"domain_scores_gemma":[0.9997936,0.00008817016,0.00002777154,0.00002009102,0.00001312652,0.00005727916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001854591,0.0004750983,0.5329208,0.00003938789,0.000113626,0.0001905439,0.0007257448,0.00002879817,0.05000715,0.0005842346,0.3910335,0.02369565],"study_design_scores_gemma":[0.0001178354,0.0001030804,0.4740753,0.000001984181,0.000003072445,7.878512e-7,0.0003961915,0.00002118318,0.0003034503,0.0001161406,0.5247743,0.00008671999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672921,0.0003518347,0.000001327852,0.02705637,0.0004579639,0.0001184412,0.000008580127,0.00003939876,0.00467403],"genre_scores_gemma":[0.9952732,0.00005539699,0.00004977198,0.003201913,0.001135448,0.00001585044,7.230385e-7,3.284896e-7,0.0002673656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1337408,"threshold_uncertainty_score":0.5477025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685982994679737,"score_gpt":0.2210997215657176,"score_spread":0.1842398916189202,"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."}}