{"id":"W6969937495","doi":"10.5683/sp3/rjn386","title":"Replication Data for: Empowering Librarians in the Provision of Data Services in Canada: A Case Study of the DLI Survival Guide","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Metadata; Session (web analytics); Replication (statistics); Sample (material); Service (business); Presentation (obstetrics); Information system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003178631,0.0006794734,0.0005498868,0.006581056,0.003771927,0.003720183,0.002147737,0.0007427909,0.01610995],"category_scores_gemma":[0.02165789,0.0004000649,0.0006569508,0.01610501,0.00108432,0.001845181,0.003240752,0.001523378,0.008222496],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02502998,"about_ca_system_score_gemma":0.03950579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9710008,"about_ca_topic_score_gemma":0.9883485,"domain_scores_codex":[0.9969981,0.0004724962,0.0002505876,0.0003445853,0.001398195,0.0005361902],"domain_scores_gemma":[0.9754165,0.003784849,0.001113466,0.003008199,0.01489707,0.001779975],"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":[0.0002028466,0.00008634104,0.02668219,0.0009260749,0.00004971747,0.0002058055,0.003462424,0.0008433078,0.0003054788,0.003887037,0.935275,0.02807379],"study_design_scores_gemma":[0.00007120943,0.00002751069,0.07646721,0.0006668657,0.00004115386,0.0001112248,0.008496016,0.0012,0.0007990834,0.0009995218,0.9110304,0.00008981676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01841912,0.0003787196,0.0006250048,0.001298154,0.00008597296,0.0002442627,0.964253,0.0008952678,0.0138004],"genre_scores_gemma":[0.03531973,0.0003700844,0.002963552,0.0002912265,0.00002325405,0.000486294,0.9468024,0.0002908427,0.01345249],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9962798,"threshold_uncertainty_score":0.1816061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09959444059682174,"score_gpt":0.361749959504393,"score_spread":0.2621555189075713,"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."}}