{"id":"W4402453685","doi":"10.29173/cais1851","title":"Use of Hashtags by Two Canadian Public Libraries: A Comparative Review","year":2024,"lang":"en","type":"review","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.000597216,0.0007468644,0.002823879,0.0005371683,0.000133221,0.007627766,0.007778658,0.0003048423,0.00004616393],"category_scores_gemma":[0.003408821,0.0005099783,0.0006811816,0.002529147,0.000495745,0.02936378,0.001870373,0.0007201723,0.00001655028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008433247,"about_ca_system_score_gemma":0.004190813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005134347,"about_ca_topic_score_gemma":0.0006455194,"domain_scores_codex":[0.9963023,0.0001098165,0.001439539,0.0007847355,0.0006747675,0.0006888229],"domain_scores_gemma":[0.9752036,0.0003441856,0.002096473,0.0006820846,0.02121215,0.0004614779],"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":[0.0000176114,0.0002201574,0.0006142449,0.1658343,0.001290623,0.000008355883,0.01735773,1.903691e-7,0.00002166299,0.247243,0.3546014,0.2127908],"study_design_scores_gemma":[0.00008764572,0.0001241684,0.0000242228,0.03890679,0.0004853828,0.0000350836,0.000119028,0.00009719456,0.0001001837,0.0009042968,0.9586622,0.0004537745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003531188,0.9879972,0.00001247143,0.0036868,0.0002689023,0.001130445,0.001305511,0.00008605804,0.005159435],"genre_scores_gemma":[0.00766408,0.9891734,0.00105876,0.0007687645,0.00007962494,0.00009805088,0.00005791913,0.0000501344,0.001049284],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6040609,"threshold_uncertainty_score":0.9997352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047700926821905,"score_gpt":0.3035714345375446,"score_spread":0.1988013418553541,"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."}}