{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002841123,0.00007299051,0.0001099049,0.0002981082,0.00003347063,0.0005765472,0.00133836,0.00003414732,0.00005365774],"category_scores_gemma":[0.00004032412,0.00005930352,0.00004934343,0.0002878534,0.00002266886,0.00308247,0.0002461578,0.0001414292,0.00004890159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001099005,"about_ca_system_score_gemma":0.00008062291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002397846,"about_ca_topic_score_gemma":5.603633e-7,"domain_scores_codex":[0.9990385,0.00003774849,0.0002623198,0.0001240382,0.000418582,0.0001188517],"domain_scores_gemma":[0.9994157,0.0001141589,0.0001795271,0.0001272466,0.00007374037,0.00008963302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000702153,0.00005320593,0.1536814,0.0000163053,0.0001881832,0.001093539,0.001458901,0.00005551983,0.001323545,0.7989177,0.02161264,0.02152879],"study_design_scores_gemma":[0.0009776686,0.0002655708,0.763365,0.00009372892,0.000006764226,0.000657854,0.00009182559,0.005142724,0.002752917,0.1830668,0.04337158,0.0002075354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7827392,0.001107912,0.02860978,0.1344415,0.008926971,0.0001869387,0.00001603794,0.0005819647,0.0433898],"genre_scores_gemma":[0.9909266,0.00008935118,0.006918651,0.0007905235,0.00066533,7.404072e-7,0.000001714375,0.0000073449,0.000599749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6158509,"threshold_uncertainty_score":0.5559658,"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."}}