{"id":"W7036329814","doi":"","title":"BTH Newsletter on Science Publishing and Open access Issues - December 2021","year":2021,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Quarter (Canadian coin); Access to information; Scientific publishing; Open access publishing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006568324,0.001147623,0.001586068,0.004662212,0.003814925,0.01890075,0.00182893,0.01007759,0.5617074],"category_scores_gemma":[0.02190169,0.0008385569,0.001006243,0.007709573,0.001199466,0.006199664,0.003211516,0.004847411,0.5329259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004210683,"about_ca_system_score_gemma":0.007769309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008900895,"about_ca_topic_score_gemma":0.01860774,"domain_scores_codex":[0.9929361,0.0004930565,0.0004405274,0.0003978383,0.005071159,0.0006613042],"domain_scores_gemma":[0.9733078,0.007123391,0.001679331,0.001965173,0.01009686,0.005827467],"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":[0.00001635067,0.00001502191,0.0000283864,0.00004384865,8.643179e-7,0.0000155852,0.000008422472,0.000007595925,0.00005191101,0.0004516373,0.992739,0.006621415],"study_design_scores_gemma":[0.000008702625,0.00001148962,0.0003220389,0.000047608,0.000001198409,0.00001238788,0.00003047063,0.00002282778,0.00006757587,0.0002473053,0.9992232,0.000005170163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001466108,0.008147704,0.001218222,0.1162961,0.07074809,0.0006847817,0.04256026,0.005562975,0.7533157],"genre_scores_gemma":[0.001260813,0.001744128,0.0003880798,0.00927694,0.006539592,0.0001289132,0.00944111,0.0009156993,0.9703047],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9981711,"threshold_uncertainty_score":0.6251712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427089096661647,"score_gpt":0.4560104694671733,"score_spread":0.3133015598010086,"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."}}