{"id":"W4381614613","doi":"10.23974/ijol.2023.vol8.2.305","title":"Retrospect and Prospect","year":2023,"lang":"en","type":"article","venue":"International Journal of Librarianship","topic":"Web and Library Services","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Windsor","funders":"","keywords":"Promotion (chess); Library science; Political science; Sustainability; Public relations; Sociology; Engineering ethics; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004933695,0.0006945838,0.0004886641,0.001702736,0.003798578,0.009922857,0.001652454,0.005085253,0.02608248],"category_scores_gemma":[0.03320513,0.0002840726,0.0004945832,0.001806391,0.005364303,0.01339589,0.003974293,0.01022804,0.01990087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809245,"about_ca_system_score_gemma":0.003261516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099044,"about_ca_topic_score_gemma":0.002788548,"domain_scores_codex":[0.9972791,0.0007408833,0.0001699071,0.0004144376,0.001154593,0.0002411511],"domain_scores_gemma":[0.9847488,0.00533369,0.000910486,0.001166595,0.004832976,0.003007455],"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":[0.00008426413,0.0000438627,0.001189877,0.0004100446,0.00001101458,0.0005361022,0.001644344,0.00008136095,0.0002944579,0.06680736,0.8604723,0.06842506],"study_design_scores_gemma":[0.000002679087,0.00001514832,0.0001947639,0.0002225908,0.000002304849,0.0005340373,0.001148683,0.00002243729,0.00007206279,0.008126436,0.9896473,0.00001147176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003609812,0.06818153,0.002016363,0.6614535,0.1820207,0.00003870149,0.0004748233,0.0001989893,0.08200552],"genre_scores_gemma":[0.06590072,0.08629093,0.003474753,0.5259742,0.1264675,0.0001179395,0.0005392918,0.0003153611,0.1909194],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9739175,"threshold_uncertainty_score":0.08725458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436145919663457,"score_gpt":0.2391792065495317,"score_spread":0.2248177473528971,"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."}}