{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.006937821,0.0003374452,0.0006317614,0.002357721,0.0008288005,0.02432077,0.01868445,0.0004191668,0.001275529],"category_scores_gemma":[0.06257796,0.0002765591,0.00007178349,0.009765596,0.001746313,0.04942387,0.0181769,0.001122996,0.0001378181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242357,"about_ca_system_score_gemma":0.001320601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007233513,"about_ca_topic_score_gemma":0.0002935296,"domain_scores_codex":[0.9935905,0.0001340238,0.001257682,0.002013135,0.00231755,0.0006870899],"domain_scores_gemma":[0.9918938,0.0003185189,0.0009655656,0.003298623,0.003159499,0.0003640431],"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":[0.00002887678,0.0002015234,0.0310836,0.00001449307,0.00003036542,0.00002498367,0.00007682575,0.00006143854,0.0008155796,0.1157159,0.7298498,0.1220966],"study_design_scores_gemma":[0.0007295821,0.00003067739,0.008709961,0.0001387741,0.00002157112,0.00002972807,0.000466385,0.001416522,0.01867983,0.008107404,0.961252,0.0004176108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3825684,0.001032335,0.005548422,0.4501826,0.002424887,0.001141085,0.000869197,0.0003576344,0.1558755],"genre_scores_gemma":[0.9399636,0.0003030451,0.03143084,0.01253498,0.0004481747,0.0002226415,0.001106509,0.00005314645,0.01393706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5573952,"threshold_uncertainty_score":0.9999686,"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."}}