{"id":"W4410705287","doi":"10.29173/cais1906","title":"Library SCEB Model","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0005064355,0.0001460212,0.0002484309,0.0001410032,0.0003366909,0.002806519,0.001869878,0.0001399057,0.00005886595],"category_scores_gemma":[0.006057139,0.0001151473,0.0001292039,0.0007963668,0.0008389721,0.0244978,0.0003541279,0.0001726168,0.000002885785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000231261,"about_ca_system_score_gemma":0.001463126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001714974,"about_ca_topic_score_gemma":0.00002213441,"domain_scores_codex":[0.9985843,0.000026063,0.0003491582,0.000252581,0.0004463532,0.0003415999],"domain_scores_gemma":[0.991468,0.00009623817,0.0003542332,0.0001307859,0.007837191,0.0001135396],"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":[0.0000779983,0.0001326081,0.1873391,0.0001464089,0.00003536615,4.640611e-7,0.05982421,0.00001648871,0.006339272,0.713175,0.02833949,0.004573565],"study_design_scores_gemma":[0.0008798136,0.0003067276,0.08666069,0.0008968938,0.0001314095,0.000003677518,0.03446366,0.004704887,0.1111647,0.2936001,0.4664377,0.000749731],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7424023,0.00005677864,0.00002811631,0.01585346,0.0001425027,0.0002305755,0.00004752684,0.00005895316,0.2411798],"genre_scores_gemma":[0.983945,0.0001224445,0.000655422,0.0007485744,0.00007765331,0.0000117285,0.000002218928,0.000007701204,0.01442923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4380982,"threshold_uncertainty_score":0.9982287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0278971353193304,"score_gpt":0.2798058878068045,"score_spread":0.2519087524874741,"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."}}