{"id":"W4243857031","doi":"10.32920/ryerson.14640294","title":"Designed to Inspire: A One-Year International Exchange of Academic Librarians","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Swap (finance); Academic library; Process (computing); Public relations; Business; Information exchange; Political science; Knowledge management; Library science; Management; Sociology; Computer science; Economics; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.008667202,0.0006384663,0.0004500193,0.001084131,0.02284452,0.00741687,0.002292266,0.002274057,0.01883931],"category_scores_gemma":[0.01677432,0.0006373482,0.0005619102,0.001231404,0.003494112,0.004482134,0.01698437,0.005246663,0.005933516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002311844,"about_ca_system_score_gemma":0.008665108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004210185,"about_ca_topic_score_gemma":0.01786084,"domain_scores_codex":[0.9943407,0.003439059,0.0001231024,0.0003502621,0.0004862358,0.001260653],"domain_scores_gemma":[0.9790465,0.002123241,0.0006259735,0.00173394,0.001455965,0.01501443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001083212,0.005926554,0.01524743,0.0003324126,0.00005696484,0.003248671,0.526686,0.000705801,0.002973594,0.01983895,0.2003125,0.2235879],"study_design_scores_gemma":[0.000154386,0.001466108,0.01817198,0.0001458322,0.00001723403,0.0007626086,0.4133458,0.000545227,0.001380419,0.004406579,0.5594457,0.0001580352],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8106582,0.0005677782,0.02011215,0.01513924,0.003750744,0.002767543,0.0009428767,0.001481363,0.1445802],"genre_scores_gemma":[0.7912643,0.0004848546,0.0224136,0.004848306,0.0008926643,0.002389991,0.001607601,0.0008757998,0.175223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02284452,"threshold_uncertainty_score":0.06302375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05415926847671911,"score_gpt":0.327877626432273,"score_spread":0.2737183579555539,"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."}}