{"id":"W2595592080","doi":"","title":"Information in Transition : Examining the Information Behaviour of Academics as they Transition into University Careers","year":2016,"lang":"en","type":"dissertation","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Charles Sturt University","keywords":"Transition (genetics); Grounded theory; Critical discourse analysis; Sociology; Pedagogy; Public relations; Social science; Political science; Qualitative research","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001023763,0.0003047141,0.0004255004,0.0005470642,0.002071752,0.00006673619,0.001513827,0.0006457329,0.000144553],"category_scores_gemma":[0.00006130742,0.0002976267,0.0003100373,0.0007462887,0.001783417,0.01577571,0.00006489139,0.0006919287,0.00002418157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000500067,"about_ca_system_score_gemma":0.003005332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01901959,"about_ca_topic_score_gemma":0.002450682,"domain_scores_codex":[0.9971228,0.0003836432,0.000653784,0.0002494928,0.001245752,0.000344591],"domain_scores_gemma":[0.9971146,0.0001899379,0.001326571,0.0003859729,0.0008311577,0.0001517842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001978214,0.0002502444,0.001179381,0.0006836856,0.0002635236,0.00005039783,0.7692481,0.004323035,0.002835255,0.2075574,0.0002823771,0.01134838],"study_design_scores_gemma":[0.001628857,0.0002894863,0.04306146,0.001013988,0.0002542749,0.0000155951,0.9403024,0.0002620265,0.000956219,0.001873643,0.009807249,0.0005348073],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9358647,0.00004421121,0.001203885,0.0009822807,0.000398904,0.000777089,0.0003175857,0.00005050477,0.06036077],"genre_scores_gemma":[0.9977418,0.000653177,0.000246101,0.00004643104,0.00004775234,2.41666e-7,0.0004306901,0.000005537359,0.0008282268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2056837,"threshold_uncertainty_score":0.9999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131981747622513,"score_gpt":0.2151318402603701,"score_spread":0.203812022784145,"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."}}