{"id":"W2523679984","doi":"10.5860/rusq.56n1.54","title":"Book Review: Putting Assessment into Action: Selected Projects from the First Cohort of the Assessment in Action Grant","year":2016,"lang":"en","type":"article","venue":"Reference & User Services Quarterly","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Task (project management); Information literacy; Academic library; Medical education; Literacy; Library science; Linkage (software); Political science; Psychology; Computer science; Management; Medicine; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009239232,0.0001505257,0.0002147424,0.00005371618,0.000568732,0.0001814883,0.0009079328,0.00008375273,0.0005367086],"category_scores_gemma":[0.00002033488,0.00007326988,0.00006202696,0.0009107369,0.0001180598,0.007691375,0.00004925573,0.0002194387,0.00003054112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001939465,"about_ca_system_score_gemma":0.0005681305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006769711,"about_ca_topic_score_gemma":0.007427673,"domain_scores_codex":[0.9976351,0.0004212196,0.0005636108,0.000274568,0.0008093597,0.0002961234],"domain_scores_gemma":[0.9984989,0.0002500555,0.0005023085,0.0004512192,0.000236655,0.00006090356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002226455,0.0001728528,0.8165414,0.0006045214,0.00006435163,0.000001080516,0.06374576,0.000002984102,0.0008243736,0.004557609,0.02346523,0.0899976],"study_design_scores_gemma":[0.000170972,0.00007105459,0.5758824,0.001240445,0.00001513234,3.241003e-7,0.003936823,0.00008003409,0.00009688362,0.0002551003,0.4181494,0.0001014672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8801727,0.002587037,0.0002432448,0.1078757,0.001054547,0.002604248,0.00003080046,0.0001564453,0.00527527],"genre_scores_gemma":[0.9762027,0.005107915,0.0003364524,0.01707682,0.0002006127,0.0001754233,0.00002709379,0.00001024124,0.0008627103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3946841,"threshold_uncertainty_score":0.9998443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453803271662154,"score_gpt":0.3247963601599143,"score_spread":0.3002583274432927,"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."}}