{"id":"W4237446923","doi":"10.5860/crln.81.1.22","title":"ACRL candidates for 2020: A look at who’s running","year":2020,"lang":"en","type":"article","venue":"College & Research Libraries News","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Swarthmore College; Oregon State University; Santa Clara University; University of Nebraska-Lincoln; Central Michigan University; York University; Brigham Young University","keywords":"Library science; Cataloging; State (computer science); Management; Position (finance); Sociology; Computer science; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002906487,0.0002330976,0.0003187714,0.0002500378,0.001128397,0.002289605,0.001849044,0.0001040557,0.0003365637],"category_scores_gemma":[0.0006085356,0.0002080702,0.0001268597,0.002687463,0.0002579648,0.004650834,0.002537558,0.0002768975,0.0002794509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009560258,"about_ca_system_score_gemma":0.001198771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001756694,"about_ca_topic_score_gemma":0.00002226608,"domain_scores_codex":[0.997014,0.0001214353,0.0003728917,0.0007787397,0.0008185945,0.0008942651],"domain_scores_gemma":[0.9978164,0.0008676331,0.00007463952,0.0004516777,0.0001557724,0.0006338428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002814065,0.00001877911,0.003325898,0.00005343644,0.00003275084,0.00004766487,0.001767885,0.000007068135,0.0001469783,0.06366662,0.9278288,0.002822639],"study_design_scores_gemma":[0.0008115147,0.0003663653,0.000283391,0.00002524682,0.000001893164,0.000006152434,0.0004027559,0.01186706,0.007687467,0.009246736,0.9690264,0.0002750166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06795438,0.006061886,0.03379364,0.2114179,0.0009777185,0.005495711,0.0002982506,0.002308463,0.6716921],"genre_scores_gemma":[0.32016,0.0005752525,0.06550122,0.01855819,0.002193003,0.001407381,0.000164877,0.0002011572,0.591239],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2522056,"threshold_uncertainty_score":0.9987461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07326167508636207,"score_gpt":0.2969981580326866,"score_spread":0.2237364829463245,"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."}}