{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002629521,0.0002052293,0.0003549643,0.0001738206,0.00006328864,0.0005621593,0.0005406054,0.000178581,0.0001490851],"category_scores_gemma":[0.000090676,0.0001703248,0.00005296921,0.0002265687,0.0001388161,0.0006630939,0.002290617,0.0001068933,0.000005270054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000158961,"about_ca_system_score_gemma":0.001081068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009616764,"about_ca_topic_score_gemma":0.00001239427,"domain_scores_codex":[0.9984452,0.00002868022,0.000508836,0.0005636409,0.0002916371,0.0001620447],"domain_scores_gemma":[0.9988058,0.00005856177,0.0003712758,0.0005423448,0.000113692,0.0001083588],"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":[0.0001286972,0.0004671741,0.2289839,0.001423023,0.0007370017,0.0006856864,0.00426319,0.0001052919,0.0003405518,0.1788603,0.4217152,0.16229],"study_design_scores_gemma":[0.0004929251,0.0002873039,0.01560574,0.0009284187,0.00002727668,0.0003259835,0.0001010103,0.001477874,0.03535849,0.1197694,0.8241969,0.001428624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2984783,0.0007407786,0.01479946,0.0004976697,0.00242408,0.0005337087,0.000008002783,0.0003676868,0.6821503],"genre_scores_gemma":[0.9238504,0.0003337639,0.04953982,0.0001797747,0.0001589069,0.00002473558,0.00002617916,0.00001034027,0.02587608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6562742,"threshold_uncertainty_score":0.6945643,"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."}}