{"id":"W2904136250","doi":"10.1177/0340035218810960","title":"Evolving practices and professional identity: How the new ways we work can reshape us as professionals and a profession","year":2018,"lang":"en","type":"article","venue":"IFLA Journal","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library of Parliament","funders":"","keywords":"Identity (music); Diversity (politics); Work (physics); Sociology; Public relations; Professional development; Professional association; Information professional; Engineering ethics; Political science; Pedagogy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02686466,0.0007962161,0.0007630505,0.00360571,0.03228241,0.0350221,0.003006195,0.00779227,0.007840926],"category_scores_gemma":[0.02718458,0.000793776,0.0009878168,0.001856349,0.1133199,0.03496796,0.02562507,0.01032785,0.002619056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008527688,"about_ca_system_score_gemma":0.01791503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012372,"about_ca_topic_score_gemma":0.01521761,"domain_scores_codex":[0.9582375,0.03174182,0.0007211964,0.002792864,0.003782058,0.002724457],"domain_scores_gemma":[0.9751576,0.01129752,0.001734475,0.003948972,0.002539596,0.005321971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002132293,0.00007066295,0.002649084,0.000120988,0.0000165515,0.0004611465,0.6920178,0.0001566617,0.0003436283,0.2648158,0.008369993,0.03095625],"study_design_scores_gemma":[0.00001967729,0.0000674723,0.001364465,0.0006557085,0.00001613923,0.0007475881,0.4539157,0.000345595,0.0002538374,0.2578264,0.2847092,0.00007843557],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1589196,0.01415849,0.06181036,0.2614793,0.003866356,0.0002396954,0.0000819362,0.0003625234,0.4990818],"genre_scores_gemma":[0.9347502,0.004159874,0.0183255,0.01020717,0.000595987,0.000214343,0.00004663703,0.0002636097,0.03143667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9677176,"threshold_uncertainty_score":0.1420756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476065618241407,"score_gpt":0.37429746540402,"score_spread":0.3266909035798793,"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."}}