{"id":"W4281758700","doi":"10.33137/cjalrcbu.v8.38591","title":"Approaches to Liaison Librarianship: Innovations in Organization and Engagement, edited by Robin Canuel and Chad Crichton","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001380849,0.0001102539,0.0001697874,0.001004114,0.0008498122,0.0004296277,0.00043291,0.0001221337,0.0003652864],"category_scores_gemma":[0.0006830726,0.0001188289,0.00001781818,0.002896288,0.0001432774,0.0108936,0.00006938296,0.000827959,0.000002482243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001663643,"about_ca_system_score_gemma":0.003030834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307505,"about_ca_topic_score_gemma":0.0001335954,"domain_scores_codex":[0.998344,0.0003107474,0.000514291,0.000163077,0.0003057082,0.0003621559],"domain_scores_gemma":[0.9987344,0.0001305931,0.0002300885,0.00008739939,0.00005339767,0.0007641303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002428739,0.00002049248,0.484862,0.00002776757,0.00002092967,0.00002014625,0.09947363,0.0001338455,0.0001401802,0.2790983,0.1293584,0.006819988],"study_design_scores_gemma":[0.0006402757,0.0001537457,0.1029334,0.00005521477,0.00001520533,0.00004628191,0.0238333,0.0001660918,0.0001570038,0.004566081,0.8671305,0.0003029351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8446157,0.001922284,0.0003909624,0.1402322,0.001090324,0.0006952517,0.0001446311,0.00003714996,0.0108715],"genre_scores_gemma":[0.98777,0.0001216905,0.0005110758,0.009869939,0.0003421772,0.000009037418,0.00005609285,0.00001547181,0.001304488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7377721,"threshold_uncertainty_score":0.78976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100170345607162,"score_gpt":0.2579160965207867,"score_spread":0.1577457509136247,"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."}}