{"id":"W4299798314","doi":"10.31228/osf.io/29txe","title":"Serials Spoken Here: Reports of Conferences, Institutes, and Seminars","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cataloging; Library science; Interest group; Quarter (Canadian coin); Association (psychology); Political science; Section (typography); Steering committee; Computer science; World Wide Web; Engineering; Psychology; Engineering management; History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006231149,0.001370694,0.001344652,0.009409505,0.002396501,0.01285696,0.001949743,0.002311852,0.3453801],"category_scores_gemma":[0.02356049,0.0006955393,0.0007333261,0.01237146,0.0006479427,0.005021926,0.003479657,0.002299786,0.3367491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004387481,"about_ca_system_score_gemma":0.009653029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009360081,"about_ca_topic_score_gemma":0.0123984,"domain_scores_codex":[0.9907272,0.000713968,0.0005996352,0.0005481334,0.006683515,0.000727636],"domain_scores_gemma":[0.972008,0.001962356,0.00159417,0.001765111,0.01875672,0.003913594],"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":[0.00001825102,0.00001820936,0.0000760338,0.0001973459,0.000002096021,0.000009525445,0.00003158987,0.0000137873,0.00007745287,0.0004714293,0.981806,0.01727816],"study_design_scores_gemma":[0.000005151697,0.000009067086,0.0006866824,0.0001749715,0.000002405276,0.000008001423,0.00007425589,0.00001075007,0.00006338409,0.0001204307,0.9988404,0.00000446684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00171548,0.05473836,0.0007321123,0.02894685,0.2108854,0.001227094,0.01940897,0.00140004,0.6809457],"genre_scores_gemma":[0.003313843,0.019918,0.000445868,0.002686519,0.02456864,0.0005223927,0.007452514,0.0007927662,0.9402996],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3453801,"threshold_uncertainty_score":0.9337359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02510133866024603,"score_gpt":0.2344065072152499,"score_spread":0.2093051685550039,"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."}}