{"id":"W4398234468","doi":"10.3366/irss.2024.0026","title":"An Interview with Amina Shah, National Librarian of Scotland","year":2024,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Irish and British Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01645957,0.0007845175,0.001112634,0.003838884,0.01370044,0.005645058,0.001620092,0.007316143,0.01076102],"category_scores_gemma":[0.05044781,0.001054772,0.000464862,0.004301889,0.003922104,0.006850347,0.005727517,0.008351497,0.003026889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01343189,"about_ca_system_score_gemma":0.01534349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06193411,"about_ca_topic_score_gemma":0.1286249,"domain_scores_codex":[0.9865031,0.008883596,0.0009795052,0.0005522605,0.001896461,0.001185064],"domain_scores_gemma":[0.9572392,0.02308793,0.002514418,0.0005336724,0.01043343,0.006191207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001231765,0.00006863879,0.003148705,0.0008339104,0.00002467523,0.003459466,0.182459,0.00003776709,0.001199795,0.002463044,0.7916222,0.01455951],"study_design_scores_gemma":[0.00002347943,0.00004182872,0.003162527,0.0005582995,0.000009980557,0.0009040753,0.3093972,0.00002705842,0.0001255464,0.0003424113,0.6853572,0.00005050461],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03462739,0.02940215,0.001146399,0.8995193,0.01478793,0.0005150169,0.000805783,0.0001378921,0.0190581],"genre_scores_gemma":[0.168545,0.02187477,0.002294393,0.7006562,0.005691477,0.001277041,0.0006007979,0.0002027622,0.0988576],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06193411,"threshold_uncertainty_score":0.1231472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04875280809563716,"score_gpt":0.399256939652713,"score_spread":0.3505041315570759,"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."}}