{"id":"W4306250566","doi":"10.1002/pra2.617","title":"Transforming the Scholarly Publishing Lindworm","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transformative learning; Publishing; Transparency (behavior); Metaphor; Scholarly communication; Public relations; Political science; Sociology; Media studies; Law; Pedagogy; Philosophy; Theology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03242902,0.00007304963,0.0001427312,0.0009896816,0.002881074,0.007306473,0.00524679,0.0001223491,0.000007318627],"category_scores_gemma":[0.0727361,0.00004148764,0.00005329646,0.00805596,0.0003102457,0.05246931,0.001177066,0.0007042788,0.000002540917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003177695,"about_ca_system_score_gemma":0.0002941144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001287565,"about_ca_topic_score_gemma":0.000001461264,"domain_scores_codex":[0.9954349,0.00001178338,0.000675954,0.0001942577,0.00338824,0.000294846],"domain_scores_gemma":[0.9923076,0.0005028569,0.001529234,0.0001712614,0.005449911,0.00003914293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001676728,0.00001309723,0.1051763,0.000007696517,0.00001259019,5.833234e-9,0.004979721,0.00002358554,0.001501231,0.7275782,0.0333827,0.1273082],"study_design_scores_gemma":[0.000481736,0.00005750273,0.007068427,0.000007996435,0.00001483626,0.00001144411,0.03219292,0.00183627,0.008778001,0.1900607,0.7593639,0.0001262153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7475557,0.00005938989,0.000205366,0.1950422,0.0008487395,0.0009883357,0.00005824365,0.0001039252,0.05513816],"genre_scores_gemma":[0.9979203,0.0000059112,0.0001393734,0.001214138,0.00002422031,0.0001049283,9.501947e-7,0.000002498476,0.000587698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7259812,"threshold_uncertainty_score":0.998417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409152370994471,"score_gpt":0.3176025373233269,"score_spread":0.2835110136133822,"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."}}