{"id":"W2899623392","doi":"10.29242/spec.361","title":"SPEC Kit 361: Outreach and Engagement","year":2018,"lang":"en","type":"book","venue":"SPEC Kit - Association of Research Libraries. Systems and Procedures Exchange Center/Kit - Association of Research Libraries. Systems and Procedures Exchange Center","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University at Albany; Connaught Fund; University of Toronto; University of Alberta; University of Waterloo; University of Oregon; Temple University; McGill University; University of Hawai'i; University of Notre Dame; Johns Hopkins University; University of Kansas; Boston College; Washington University in St. Louis; State University of New York; Case Western Reserve University; University of Minnesota; Oklahoma State University; University of Miami; Northwestern University; Smithsonian Institution; Brown University; University of Wisconsin-Madison; Ohio State University; Indiana University Bloomington; Georgia Institute of Technology; Iowa State University; North Carolina State University; Purdue University; Emory University; University of California, Irvine; Georgetown University; U.S. National Library of Medicine; Stony Brook University; Syracuse University","keywords":"Outreach; Structuring; Snapshot (computer storage); Public relations; Business; Knowledge management; Medical education; Political science; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"category_scores_codex":[0.02396179,0.001289633,0.002567139,0.003470497,0.003561351,0.007046803,0.002048459,0.002432113,0.001620913],"category_scores_gemma":[0.008636597,0.001219472,0.000437758,0.002466806,0.00252469,0.01405447,0.002156432,0.002792657,0.0001276624],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002324462,"about_ca_system_score_gemma":0.006168456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881479,"about_ca_topic_score_gemma":0.0007228152,"domain_scores_codex":[0.9755769,0.005582576,0.003359412,0.002174541,0.009720027,0.003586559],"domain_scores_gemma":[0.9836376,0.004452041,0.004232753,0.001077598,0.005005217,0.00159474],"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":[0.000419715,0.0003560788,0.03828863,0.01700577,0.0008638703,0.00001664762,0.04514199,0.000001039557,0.00002109623,0.06020801,0.836803,0.000874183],"study_design_scores_gemma":[0.002973436,0.0009216443,0.002584207,0.005692351,0.00008428404,0.00001540717,0.01675475,0.0001317578,0.00006756614,0.002388269,0.9673141,0.001072207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008555287,0.1115995,0.00006139086,0.02804823,0.007524042,0.02127918,0.0112281,0.0009224447,0.8107818],"genre_scores_gemma":[0.02736676,0.05067084,0.0001694138,0.0005284505,0.00795792,0.0009358252,0.001706888,0.000276809,0.9103871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1305112,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0704032509848497,"score_gpt":0.3509996975133285,"score_spread":0.2805964465284788,"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."}}