{"id":"W7084757353","doi":"10.5281/zenodo.17280233","title":"The power of horizontal collaboration: an interoperable and open not-for-profit ecosystem for open access books","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"European Commission","keywords":"Metadata; Interoperability; Directory; Context (archaeology); Workflow; Publishing; Open data; The Internet; Discoverability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02310824,0.0006242391,0.0006021236,0.004385956,0.009163815,0.03424795,0.003159976,0.005108702,0.02280137],"category_scores_gemma":[0.03026556,0.0009865594,0.001051839,0.006244356,0.01774699,0.04723462,0.04303519,0.006223079,0.007847921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005980262,"about_ca_system_score_gemma":0.01662459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004358558,"about_ca_topic_score_gemma":0.003120786,"domain_scores_codex":[0.9789467,0.009027169,0.0009963809,0.002243311,0.006398231,0.002388205],"domain_scores_gemma":[0.9600968,0.01016601,0.002528826,0.0131576,0.005250233,0.008800438],"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":[0.00005756208,0.00009109403,0.002700439,0.0002019366,0.00004242504,0.00065864,0.01670799,0.000602214,0.0008190211,0.8596757,0.03323847,0.08520457],"study_design_scores_gemma":[0.00005410214,0.00007184341,0.001373712,0.0005338015,0.00002381603,0.0004365853,0.008825454,0.001952164,0.0006293213,0.3748004,0.6112211,0.00007772513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0474233,0.003618743,0.1670981,0.06660683,0.001346971,0.0004601786,0.0003668944,0.00356204,0.709517],"genre_scores_gemma":[0.7287108,0.004129543,0.08143332,0.007539628,0.001684238,0.0009238697,0.001060649,0.001917016,0.1726009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.99684,"threshold_uncertainty_score":0.1222095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0599721434122306,"score_gpt":0.3295705288773991,"score_spread":0.2695983854651685,"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."}}