{"id":"W3030434386","doi":"10.29173/pathfinder17","title":"Becoming a Librarian Amidst a Professional Identity Crisis","year":2020,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Intellectual freedom; Value (mathematics); Democracy; Scrutiny; Sociology; Freedom of information; Academic freedom; Public relations; Political science; Law; Library science; Censorship; Higher education; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03359129,0.0003808311,0.001005514,0.002910299,0.04988346,0.04440456,0.003099712,0.01485164,0.01460631],"category_scores_gemma":[0.03703076,0.000738645,0.0005857322,0.002967415,0.04198224,0.0441427,0.03316506,0.01987255,0.00716012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01844122,"about_ca_system_score_gemma":0.0294191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007627722,"about_ca_topic_score_gemma":0.0104325,"domain_scores_codex":[0.9634353,0.0177417,0.001244203,0.003074232,0.007304927,0.007199649],"domain_scores_gemma":[0.9540137,0.01360119,0.002498354,0.002674375,0.006266797,0.02094551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008117211,0.0001536654,0.00324063,0.0001360591,0.00001386106,0.002258838,0.421432,0.00006726376,0.0004303869,0.3476564,0.1596947,0.06483507],"study_design_scores_gemma":[0.00002235772,0.00005042587,0.001220103,0.0001725344,0.000005778579,0.001093256,0.4224123,0.0001719429,0.000288709,0.05516882,0.519357,0.00003676279],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06657019,0.00355686,0.002868359,0.7818291,0.00246637,0.00002826241,0.00003022103,0.0002470289,0.1424038],"genre_scores_gemma":[0.7558938,0.003085883,0.003151061,0.1427934,0.002665316,0.0001120215,0.00004984084,0.0002203943,0.09202817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04988346,"threshold_uncertainty_score":0.1776498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005427894220186,"score_gpt":0.3759305207292717,"score_spread":0.2958762417870699,"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."}}