{"id":"W2986881968","doi":"10.5703/1288284317072","title":"Nothing Happens Unless First a Dream: Demystifying the Academic Library Job Search and Acing the Application Process","year":2019,"lang":"en","type":"article","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Coursework; Academic library; Position (finance); Process (computing); Dream; Public relations; Nothing; Learning development; Psychology; Path (computing); Computer science; Medical education; Sociology; Higher education; Management; Political science; Library science; Business; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04477287,0.0007123621,0.0006072315,0.002444833,0.02014972,0.02433887,0.003474037,0.005449404,0.005508814],"category_scores_gemma":[0.04532603,0.0007264799,0.001033316,0.001969189,0.02452487,0.02769048,0.01790842,0.01341676,0.004621509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007107343,"about_ca_system_score_gemma":0.04276469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237126,"about_ca_topic_score_gemma":0.02272269,"domain_scores_codex":[0.9703336,0.02021605,0.001145803,0.0009159655,0.003793189,0.003595302],"domain_scores_gemma":[0.9571224,0.0148711,0.002027065,0.006127212,0.006457305,0.013395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001778106,0.0006253188,0.006904652,0.000821521,0.00002112745,0.001358494,0.2035755,0.0005087046,0.003641879,0.1338488,0.1171724,0.5313437],"study_design_scores_gemma":[0.00004889995,0.0004278182,0.009453841,0.001298979,0.00003112057,0.001978884,0.2122855,0.001216298,0.002264137,0.103543,0.667184,0.0002674696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1057708,0.0135955,0.07825697,0.6771688,0.01109436,0.0006913262,0.00006628998,0.002841916,0.110514],"genre_scores_gemma":[0.6593983,0.01172142,0.1460379,0.09575874,0.004132414,0.0007154837,0.0001453256,0.001315074,0.08077529],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04477287,"threshold_uncertainty_score":0.2367843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152789280483748,"score_gpt":0.3139637484308879,"score_spread":0.2924358556260504,"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."}}