{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109208,0.000124418,0.0004055607,0.0001194508,0.0001095481,0.0000540216,0.00038865,0.00003022665,0.0002166789],"category_scores_gemma":[0.0006744667,0.00009784264,0.0001177276,0.000354005,0.0007561384,0.0006035409,0.00009185947,0.00008828095,0.00001442973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000782123,"about_ca_system_score_gemma":0.0002240666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547058,"about_ca_topic_score_gemma":0.0002309781,"domain_scores_codex":[0.9980927,0.0001305524,0.0004612008,0.0002399323,0.0009248982,0.0001507896],"domain_scores_gemma":[0.9984119,0.0002463748,0.00016038,0.00008704613,0.001047881,0.00004641042],"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":[0.00003395214,0.0003202363,0.006581675,0.02045853,0.002525749,0.00007273578,0.008889841,0.000002720561,0.00006056502,0.09199407,0.6962726,0.1727873],"study_design_scores_gemma":[0.0004290515,0.0004330912,0.01348495,0.1376235,0.000270128,0.00003389388,0.009472674,0.0000204048,0.0002054777,0.006486532,0.8310569,0.0004834567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.008913367,0.7873272,0.0001254925,0.01698835,0.001271621,0.0004939711,0.0001740038,0.00009399522,0.184612],"genre_scores_gemma":[0.5607952,0.4361314,0.0008016614,0.0007796962,0.0004157251,0.00004381982,0.00002233492,0.00001232117,0.0009978364],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5518819,"threshold_uncertainty_score":0.3989907,"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."}}