{"id":"W2578942293","doi":"10.3138/jsp.48.2.76","title":"Laying Tracks as the Train Approaches: Innovative Open Access Book Publishing at Heidelberg University from the Editors' Point of View","year":2017,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Workflow; Reading (process); Point (geometry); Face (sociological concept); Product (mathematics); Process (computing); Computer science; Institution; World Wide Web; Library science; Management; Sociology; Political science; Database; Law; Social 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":["metaresearch","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.007116111,0.0001838359,0.0003828697,0.0001561836,0.002861547,0.1537124,0.008144611,0.000133947,0.001901414],"category_scores_gemma":[0.01666758,0.0001094279,0.0001597417,0.0001318001,0.0004214865,0.1457813,0.001682355,0.002047529,0.000006393141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144507,"about_ca_system_score_gemma":0.0009182103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009493499,"about_ca_topic_score_gemma":0.001312185,"domain_scores_codex":[0.9975293,0.000442606,0.0007380468,0.0002277055,0.0008045854,0.0002577358],"domain_scores_gemma":[0.991925,0.00124085,0.002706072,0.0006934888,0.003282248,0.0001523263],"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":[0.000142118,0.0001359679,0.008841261,0.00002765211,0.0003872077,0.00002061201,0.1777902,0.000006290555,0.0000198039,0.1830343,0.6193019,0.01029265],"study_design_scores_gemma":[0.0006617054,0.00003901366,0.007055928,0.0002313876,0.00007034804,0.00001232934,0.09308187,0.000008773943,0.00002511167,0.006213477,0.8924651,0.0001349396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.160848,0.001649703,0.0001081037,0.3541234,0.01238359,0.0005519883,0.0001740081,0.00002261834,0.4701385],"genre_scores_gemma":[0.9616718,0.00009263914,0.0002279658,0.006657789,0.02334059,0.000002656774,0.00002756113,0.00003073781,0.007948217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8008239,"threshold_uncertainty_score":0.999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2802212130228374,"score_gpt":0.3586999751322862,"score_spread":0.07847876210944887,"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."}}