{"id":"W4417023879","doi":"10.33137/cjal-rcbu.v11.45190","title":"“What is Progressive Librarianship Now?”","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Democracy; Ambiguity; Presidential system; Context (archaeology); Scholarship; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001217469,0.0001842898,0.0002835246,0.0006957863,0.000807597,0.001673542,0.001631138,0.0005033296,0.001387661],"category_scores_gemma":[0.0005198776,0.0001734835,0.0001677542,0.001508595,0.0007690342,0.01606436,0.00002774988,0.001035985,0.00006201139],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409323,"about_ca_system_score_gemma":0.02281384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006120979,"about_ca_topic_score_gemma":0.001479871,"domain_scores_codex":[0.9975312,0.0003549337,0.0006711585,0.0002659915,0.000459244,0.0007174835],"domain_scores_gemma":[0.9975429,0.0002975623,0.0004059354,0.0002227033,0.0001411324,0.001389783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000418313,0.00001611161,0.1347263,0.00003266751,0.00006883952,0.0002446363,0.02580791,0.000003892029,0.00005122261,0.4456719,0.3731112,0.02022349],"study_design_scores_gemma":[0.0003996445,0.00008442199,0.0140878,0.0006100847,0.00004010033,0.00002443288,0.01756387,0.000009535795,0.00131498,0.1297654,0.8358307,0.000269095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1324817,0.02184964,0.0002915845,0.5791297,0.0124247,0.0007887336,0.00004053074,0.00009882529,0.2528946],"genre_scores_gemma":[0.9493986,0.000968753,0.0004649997,0.0191972,0.001774936,0.000005719121,0.000005974106,0.00001928082,0.02816458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8169169,"threshold_uncertainty_score":0.9995252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04453358889815294,"score_gpt":0.319030188451997,"score_spread":0.2744965995538441,"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."}}