{"id":"W4321615673","doi":"10.1007/s12551-023-01049-6","title":"Biophysical Reviews: Turning the page from 2022 to 2023","year":2023,"lang":"en","type":"editorial","venue":"Biophysical Reviews","topic":"Environmental Monitoring and Data Management","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Masarykova Univerzita; Universidad Nacional de Quilmes; Tokyo Medical and Dental University; Université de Bordeaux; Universidade de Lisboa; University of Cincinnati; Tsinghua University; Universidade de São Paulo; Centre National de la Recherche Scientifique; University of Tokyo; Universidad de Murcia; Menzies Centre for Australian Studies, King's College London, University of London; Yale University; Medizinischen Hochschule Hannover; University of Glasgow; Emory University; Universiti Brunei Darussalam; University of Cape Town; Université Paris Diderot; Institut national de recherche en informatique et en automatique (INRIA); McGill University; University of Pittsburgh; Universidad Nacional de Córdoba; Vrije Universiteit Amsterdam; Universidad de la República Uruguay; Queen Mary University of London; University of Miami; Victor Chang Cardiac Research Institute; Sungkyunkwan University; La Trobe University; King's College London","keywords":"Acknowledgement; Editorial board; Focus (optics); Editor in chief; Publishing; Journal editor; Library science; Engineering ethics; Political science; Computer science; Engineering; Management; Law; Economics; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001189521,0.0006833086,0.001315749,0.00007429198,0.0003308134,0.0002798926,0.001603566,0.0002953736,0.001311995],"category_scores_gemma":[0.001486582,0.0004084341,0.0005875663,0.0007443706,0.0001370475,0.0001797227,0.0003596079,0.001169857,0.07983616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004034322,"about_ca_system_score_gemma":0.00003263725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003721156,"about_ca_topic_score_gemma":0.0003238411,"domain_scores_codex":[0.9955753,0.0006160212,0.0008870831,0.001057387,0.001163809,0.0007003756],"domain_scores_gemma":[0.9958329,0.001871737,0.0004105354,0.001495508,0.00001684235,0.0003725025],"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":[0.00001375003,0.00002783538,0.00004405074,0.0001403243,0.0000333783,0.00001454843,0.00004409513,0.00000773402,0.0002169856,0.000003061435,0.9168938,0.08256048],"study_design_scores_gemma":[0.00009037088,0.00014767,0.002369892,0.0008112732,0.0001676313,7.939541e-8,0.00002763677,0.00006247365,0.00001323878,0.00005406014,0.9957401,0.000515575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0009192846,0.02238664,0.00003726814,0.0005090002,0.9692701,0.001970717,0.003685944,0.0001410123,0.001080011],"genre_scores_gemma":[0.0001505851,0.1085182,0.0003217458,0.0003851043,0.8744623,0.0001479246,0.007772848,0.00004652117,0.008194801],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09480781,"threshold_uncertainty_score":0.9998367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03114730716582072,"score_gpt":0.2728529267606982,"score_spread":0.2417056195948774,"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."}}