{"id":"W4200598140","doi":"10.3998/ticker.1942","title":"Business Librarians Exchanging Instructional Materials (BLExIM)","year":2021,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Business development; Computer science; Knowledge management; Business; Process management; World Wide Web; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001149183,0.0003704552,0.0005864162,0.0001322165,0.0005154583,0.0008745631,0.002441661,0.0002250592,0.001989986],"category_scores_gemma":[0.0009439398,0.0002800601,0.0001012055,0.004601838,0.0001285849,0.00411811,0.001058865,0.0007784825,0.0007892515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004389084,"about_ca_system_score_gemma":0.001115077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000140198,"about_ca_topic_score_gemma":3.514556e-7,"domain_scores_codex":[0.996612,0.0007167444,0.0008206675,0.0007140517,0.0005417063,0.000594887],"domain_scores_gemma":[0.9976371,0.0002863555,0.0003913842,0.001090988,0.0004218931,0.0001723074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001263527,0.00008966923,0.0007253485,0.004051312,0.0001080811,0.00006024023,0.0009569573,0.00006148064,0.002817228,0.8743644,0.04119635,0.07555624],"study_design_scores_gemma":[0.0005904955,0.000008966071,0.04245535,0.007848356,0.0001645775,0.001432407,0.0003855757,0.0002255145,0.003345245,0.01506658,0.9274378,0.001039179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01001291,0.1693806,0.0747845,0.687355,0.01245993,0.001953937,0.00002648805,0.001669313,0.04235725],"genre_scores_gemma":[0.2587447,0.4243754,0.08437381,0.1797999,0.01079671,0.001114911,0.000969457,0.0005589376,0.03926615],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8862414,"threshold_uncertainty_score":0.9999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458437478200553,"score_gpt":0.2737797472175749,"score_spread":0.2291953724355694,"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."}}