{"id":"W7043887546","doi":"","title":"VILSC 2022 Opening and Keynote","year":2022,"lang":"en","type":"other","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blessing; Residence; Key (lock); Work (physics)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001309329,0.0001002992,0.0001920288,0.000298854,0.002743215,0.0001649121,0.0003965703,0.0001762347,0.004939265],"category_scores_gemma":[0.000133505,0.0001261588,0.0000375392,0.0004505331,0.0008818897,0.0003841324,0.0003351414,0.0008361919,0.00001432191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007453561,"about_ca_system_score_gemma":0.0004529766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007576571,"about_ca_topic_score_gemma":0.0008178042,"domain_scores_codex":[0.9974359,0.0008601219,0.00008158458,0.0003975382,0.000898266,0.0003266204],"domain_scores_gemma":[0.9991926,0.0002249344,0.0001382553,0.0001438202,0.00006621511,0.0002341696],"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":[0.0003480535,0.0002238029,0.1010723,0.0004367684,0.0002543706,0.0007382971,0.09471937,0.00001339129,0.00377744,0.01512665,0.7684935,0.01479606],"study_design_scores_gemma":[0.0001769955,0.0002695594,0.001417332,0.00005232882,0.000008001436,0.000002684757,0.02877561,0.00002320658,0.00000656678,0.0001132398,0.9690243,0.0001302016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02871275,0.001415323,0.00001268527,0.0006401203,0.0004459608,0.0002888,0.000006954248,0.0001035361,0.9683739],"genre_scores_gemma":[0.07588432,0.00140474,0.0001714993,0.000006555123,0.0004432946,6.669608e-7,0.00001728047,0.00003740648,0.9220343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2005308,"threshold_uncertainty_score":0.9990321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03257766966418756,"score_gpt":0.2988156642541355,"score_spread":0.266237994589948,"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."}}