{"id":"W122851695","doi":"","title":"The Future of the Profession of Librarianship: Constructed or Ordained","year":2003,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Perception; Service (business); Field (mathematics); Public relations; Public service; Sociology; Political science; Management; Library science; Psychology; Marketing; Business; Economics; 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":[0.0007675438,0.0001264461,0.000169137,0.0001313967,0.001026548,0.0001902206,0.001290015,0.0001464588,0.0001207866],"category_scores_gemma":[0.0002130453,0.00007334107,0.0001076595,0.001423683,0.0007564675,0.008392734,0.0001567682,0.0002897805,0.00001364858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004338319,"about_ca_system_score_gemma":0.0008380106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004673034,"about_ca_topic_score_gemma":0.0003303922,"domain_scores_codex":[0.997772,0.0009009567,0.0003161829,0.0001674327,0.0005411117,0.0003022523],"domain_scores_gemma":[0.9985526,0.0002645391,0.0004296135,0.00043518,0.0001949611,0.0001231109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007810123,0.00002489479,0.9245064,0.00002133517,0.00001447236,0.000002743559,0.005258193,0.000001458042,0.0001099107,0.06903797,0.000009777365,0.0009347617],"study_design_scores_gemma":[0.0008086817,0.00007659482,0.7310847,0.0001785282,0.00002589505,0.000004923552,0.03871469,2.096048e-7,0.004407353,0.00132111,0.2231705,0.0002068316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992085,0.00006520977,0.00002727256,0.002117596,0.0008350462,0.0003518395,0.00001361892,0.00003966441,0.004464694],"genre_scores_gemma":[0.9821345,0.00009320413,0.0000462307,0.0004073014,0.00006635299,5.503645e-7,0.000002531837,0.000007057924,0.01724223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2231607,"threshold_uncertainty_score":0.7895477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0586908182402491,"score_gpt":0.316011125088591,"score_spread":0.2573203068483419,"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."}}