{"id":"W72585880","doi":"","title":"Nexus: An investigation into the library and information services workforce in Australia. Final report","year":2008,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nexus (standard); Census; Library science; Political science; Public relations; Economic growth; Sociology; Population; Engineering; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001182751,0.0001492555,0.0001829591,0.002901089,0.001911697,0.001161413,0.0003859133,0.0003843128,0.002845255],"category_scores_gemma":[0.004912316,0.0003471935,0.0001660515,0.004192121,0.0003964161,0.001882811,0.002898482,0.0005880091,0.0006334912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003873109,"about_ca_system_score_gemma":0.008239241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2187328,"about_ca_topic_score_gemma":0.3391688,"domain_scores_codex":[0.9990125,0.0001977628,0.0001039302,0.00007351545,0.0004210213,0.0001912141],"domain_scores_gemma":[0.9963613,0.0005154003,0.0006813401,0.00008799802,0.001532202,0.0008217566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006081745,0.0002192873,0.686182,0.0006555825,0.00001799587,0.00100418,0.2017028,0.0002230637,0.001261315,0.003135111,0.01759282,0.08794509],"study_design_scores_gemma":[0.000001950943,0.00007939626,0.8760201,0.0001297045,0.000005587298,0.0001751047,0.09535128,0.000404775,0.0002102774,0.0003242633,0.02728641,0.00001111211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837736,0.0006215671,0.0002139879,0.001894868,0.00002353125,0.000199336,0.001650833,0.00001133041,0.01161097],"genre_scores_gemma":[0.975969,0.002151709,0.0009004978,0.0008662278,0.00002929702,0.0005452404,0.001224571,0.000009565804,0.01830393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2187328,"threshold_uncertainty_score":0.4349192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681779137761704,"score_gpt":0.2482239514437332,"score_spread":0.2214061600661162,"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."}}