{"id":"W6928565972","doi":"10.3886/icpsr35352.v1","title":"Ithaka S+R Library Survey 2013","year":2013,"lang":"en","type":"dataset","venue":"ICPSR Data Holdings","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Institution; Order (exchange); Survey instrument; Academic library; Survey research; Academic institution; Information needs","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.002183334,0.001502065,0.001504007,0.0009189675,0.0002549905,0.001880834,0.01516517,0.001288836,0.03160159],"category_scores_gemma":[0.001551267,0.001468675,0.0001650944,0.001407181,0.0004907785,0.007940115,0.01262256,0.0020793,0.3353635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119783,"about_ca_system_score_gemma":0.0005126558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04592253,"about_ca_topic_score_gemma":0.002097448,"domain_scores_codex":[0.9917787,0.0007423404,0.001234691,0.003132425,0.001503315,0.001608486],"domain_scores_gemma":[0.9798179,0.0008123464,0.001237869,0.01722006,0.0001603896,0.0007514744],"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":[0.0000526837,0.0002050974,0.0005712092,0.0001996529,0.0002557532,0.0001037568,0.000006449583,5.116377e-7,0.00001947463,0.000005484651,0.9983703,0.0002095853],"study_design_scores_gemma":[0.000558381,0.00005377721,0.004641513,0.0002698053,0.0002293245,0.00005185146,0.000007301619,0.00004454821,0.0000254952,0.00004575565,0.9923854,0.001686835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000380146,0.002140688,0.000001137527,0.0002191264,0.001692483,0.001128267,0.9934405,0.0007948607,0.0002027749],"genre_scores_gemma":[0.000008591641,0.003369077,0.0005068,0.0009194024,0.00127765,0.0001087795,0.9905952,0.0006961125,0.00251841],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3037619,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1258628561984286,"score_gpt":0.3072072854334679,"score_spread":0.1813444292350393,"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."}}