{"id":"W4210466302","doi":"10.24908/iee.2021.14.3.f","title":"Transformative choices towards a sustainable academic publishing system","year":2022,"lang":"en","type":"article","venue":"Ideas in Ecology and Evolution","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Transformative learning; Public relations; Scientific publishing; Scientific communication; Scientific progress; Political science; Sustainable development; Sociology; Engineering ethics; Law; Library science; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.006651104,0.00007781361,0.0001732267,0.0006029718,0.0009154055,0.0002260249,0.0004179444,0.0001107109,0.0001233449],"category_scores_gemma":[0.001140067,0.00006760715,0.00003101584,0.001320513,0.0000958376,0.002429493,0.000353195,0.0006002099,0.00001962098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008420935,"about_ca_system_score_gemma":0.0003437424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001971212,"about_ca_topic_score_gemma":0.001011466,"domain_scores_codex":[0.9974253,0.0008068731,0.0004306555,0.0002931879,0.0006472553,0.000396725],"domain_scores_gemma":[0.9990487,0.0003443383,0.0001248856,0.0001314378,0.0002820888,0.00006861208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001214494,0.0001199043,0.309235,0.00008695447,0.00002973867,0.0001260465,0.01459694,0.005921256,0.0001386536,0.6416435,0.01879142,0.008096066],"study_design_scores_gemma":[0.0008828739,0.0004997812,0.5959138,0.00001116516,0.000005956382,0.0000792652,0.1850302,0.03269676,0.00001874628,0.1765168,0.008196482,0.0001481264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754559,0.0004559883,0.001114478,0.004862939,0.0003872519,0.0003639262,0.00001848106,0.0000321021,0.01730893],"genre_scores_gemma":[0.9968319,0.000005386919,0.00002334971,0.00007164594,0.0000641408,0.0002145386,0.000008235666,0.000003519218,0.002777305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4651266,"threshold_uncertainty_score":0.7040651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759567730476383,"score_gpt":0.3669505831111551,"score_spread":0.3293549058063913,"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."}}