{"id":"W1961711266","doi":"10.5040/9798400670695.0010","title":"Library and Information Science Students","year":2019,"lang":"en","type":"other","venue":"","topic":"Library Science and Administration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pace; Work (physics); Service (business); Sociology; Apprenticeship; Public relations; Library science; Medical education; Political science; Business; Engineering; Marketing; Computer science; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001707069,0.00005946616,0.00006204954,0.0002391421,0.0001714092,0.0008477122,0.0004428145,0.00008164775,0.002197553],"category_scores_gemma":[0.00001863134,0.00004918407,0.000009918963,0.0004127471,0.0004733685,0.0158882,0.00009523074,0.00004379513,0.0005310509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004715335,"about_ca_system_score_gemma":0.0005462713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001235914,"about_ca_topic_score_gemma":0.00001497368,"domain_scores_codex":[0.9990804,0.00001703614,0.00007520964,0.0001224678,0.0005555975,0.0001492962],"domain_scores_gemma":[0.999715,0.00001139368,0.00007113306,0.0001031491,0.000005020705,0.00009424565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000103129,0.000009306338,0.01121423,0.00001386859,0.000002215682,3.022812e-7,0.001456311,3.199446e-8,0.000003162013,0.5283312,0.454713,0.00425536],"study_design_scores_gemma":[0.00004285472,0.00001215937,0.001965619,0.00001880361,0.000001247032,1.017915e-7,0.0009596659,0.000001812159,0.00001161551,0.0001257217,0.9967849,0.00007548201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003573745,0.00002781493,0.000007169535,0.001079394,0.0004001408,0.0002317889,0.000004406457,0.0001649266,0.997727],"genre_scores_gemma":[0.005374674,0.0005319823,0.0002979173,0.001038291,0.0001433019,0.000001975848,0.000008156381,0.00001551258,0.9925882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5420719,"threshold_uncertainty_score":0.9987146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199786572608196,"score_gpt":0.2989562736016088,"score_spread":0.2869584078755268,"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."}}