{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002785076,0.0001366965,0.0001645238,0.000396791,0.006139246,0.003918429,0.001035953,0.00009880421,0.0001619968],"category_scores_gemma":[0.0006781513,0.0001143675,0.00007711255,0.001027824,0.0004840827,0.02631458,0.0001037914,0.0002790781,0.00002865988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316075,"about_ca_system_score_gemma":0.007299452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003203446,"about_ca_topic_score_gemma":0.003157237,"domain_scores_codex":[0.996831,0.00009345787,0.0004878386,0.0002247019,0.001690859,0.0006721363],"domain_scores_gemma":[0.9971234,0.00006247644,0.0002695704,0.00009210193,0.0005460288,0.001906447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004920958,0.00004299458,0.4143393,0.00005114194,0.00002939593,0.00001183309,0.4563651,0.00001428226,0.0000603665,0.09508812,0.02605161,0.00789662],"study_design_scores_gemma":[0.001388998,0.0002732905,0.5137478,0.0001894785,0.00002815809,0.00001400992,0.2902276,0.0001638539,0.00008296863,0.007204934,0.1860469,0.0006320191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488336,0.00007089984,0.001199882,0.04090149,0.003113601,0.00102735,0.00009589981,0.00004702609,0.004710262],"genre_scores_gemma":[0.9898056,0.00001242715,0.000446453,0.008975829,0.0003298532,0.00002838827,0.000007981892,0.000005465387,0.0003879466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661375,"threshold_uncertainty_score":0.9983283,"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."}}