{"id":"W6912717599","doi":"10.5281/zenodo.5044764","title":"LIBER 2021 Session #5: How Can Open Infrastructures Support the Role of Research Libraries?","year":2021,"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":"","funders":"","keywords":"Session (web analytics); Public domain; Danish; Deliverable; Open research; Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006455582,0.001037936,0.0006701972,0.001238839,0.003810991,0.01427841,0.001938109,0.004584699,0.357814],"category_scores_gemma":[0.006164085,0.0005149978,0.001298265,0.001167748,0.001212806,0.008584877,0.01177968,0.005303716,0.1819637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00559216,"about_ca_system_score_gemma":0.006906817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003468165,"about_ca_topic_score_gemma":0.007595788,"domain_scores_codex":[0.9969259,0.000591865,0.0001039801,0.0003425973,0.001165712,0.0008698936],"domain_scores_gemma":[0.9958248,0.0005942528,0.0001936865,0.00031008,0.001074336,0.002002838],"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":[0.00006721048,0.00003987911,0.000129463,0.0002127778,0.000004376526,0.00005054359,0.0002228004,0.00007942224,0.0004906333,0.009852594,0.9567754,0.03207492],"study_design_scores_gemma":[0.000004899684,0.00001185214,0.0002164155,0.00009497802,0.000001445643,0.00002130917,0.0001928658,0.00003814472,0.0001776079,0.001395933,0.9978381,0.000006650745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003383354,0.009788421,0.007120405,0.1760157,0.05833052,0.000865527,0.007532362,0.00276895,0.7341947],"genre_scores_gemma":[0.0165368,0.006035797,0.004439119,0.01630695,0.01203591,0.000658408,0.009331972,0.001942696,0.9327125],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9857216,"threshold_uncertainty_score":0.9160004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03561494196362364,"score_gpt":0.2634149700531897,"score_spread":0.2278000280895661,"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."}}