{"id":"W3138122383","doi":"10.22621/cfn.v134i4.2757","title":"In Memoriam: Ronald E. Bedford (26 June 1930–3 November 2020)","year":2021,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002072207,0.0001142918,0.0001431521,0.00007473851,0.0005655189,0.0001197558,0.0002504215,0.00009519951,0.07130374],"category_scores_gemma":[0.000217834,0.00008811623,0.00005890568,0.0001495678,0.0001821789,0.0001681841,0.00002766129,0.0005363917,0.0006814058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001753561,"about_ca_system_score_gemma":0.0004472042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.148527,"about_ca_topic_score_gemma":0.9783805,"domain_scores_codex":[0.9990568,0.00005416531,0.0002284962,0.0001917864,0.0001664858,0.0003023283],"domain_scores_gemma":[0.9992127,0.0001253315,0.00004085063,0.0003300617,0.0001275398,0.0001634668],"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":[0.000003066351,0.0000069211,0.000008083383,0.000006646861,0.000008902905,0.00007712062,0.002442266,8.09274e-7,0.000005878589,0.3337789,0.6634393,0.0002221868],"study_design_scores_gemma":[0.0001548718,0.000006455109,0.00007390412,0.00001875527,0.00001059996,0.00001189239,0.0005698241,0.00002342871,0.00005055996,0.003946647,0.9950022,0.0001308835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006095392,0.000581025,0.000001778647,0.3020837,0.01299657,0.0001575288,0.00009924416,0.00003780257,0.677947],"genre_scores_gemma":[0.4243703,0.00001855299,0.00002878616,0.06801218,0.003376835,0.00001857076,0.0001112177,0.00002063995,0.504043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8298535,"threshold_uncertainty_score":0.9295452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262319758839786,"score_gpt":0.2324295228471293,"score_spread":0.2061975469631507,"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."}}