{"id":"W1542709470","doi":"10.18438/b8hg7w","title":"The Librarian as Practitioner/Researcher: A Discussion","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Frequently asked questions; Library science; World Wide Web; Medical education; Data science; Medicine","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.001211325,0.00009116992,0.0000620498,0.00008560513,0.002062803,0.004645941,0.0003694994,0.00008020909,0.001804138],"category_scores_gemma":[0.005025581,0.00005170352,0.00003110111,0.000609739,0.0003537701,0.5955527,0.00008490321,0.0002335222,0.0008027987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001000001,"about_ca_system_score_gemma":0.001048444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000175145,"about_ca_topic_score_gemma":6.884722e-7,"domain_scores_codex":[0.9979616,0.0007412489,0.000292747,0.0001337472,0.0005952953,0.0002753388],"domain_scores_gemma":[0.9962938,0.002894037,0.0002606745,0.0002142453,0.00007327201,0.0002639047],"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":[0.00009069609,0.00002537461,0.0003874452,0.00001171513,0.000004513457,0.000001317001,0.001495554,0.00001126994,0.00002052343,0.8651138,0.03702223,0.09581559],"study_design_scores_gemma":[0.00009695059,0.0001121594,0.005349728,0.00006072283,0.000004636701,0.000003532933,0.01399943,0.0007004456,0.0002588151,0.004297675,0.9750131,0.0001027868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00190512,0.0001918081,0.0004132507,0.8660403,0.0001765571,0.0005969165,0.000002700833,0.0001511033,0.1305222],"genre_scores_gemma":[0.8020782,0.009731041,0.00364029,0.160361,0.0006019802,0.0002746422,0.00008497198,0.00001546244,0.02321238],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9379909,"threshold_uncertainty_score":0.9999752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714228976904531,"score_gpt":0.3184687186760383,"score_spread":0.291326428906993,"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."}}