{"id":"W2890161808","doi":"","title":"Personal Librarians: can we help with student retention?","year":2018,"lang":"en","type":"article","venue":"Brock University Digital Repository (Brock University)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Internet privacy; Medical education; Pedagogy; Computer science; Public relations; Social psychology; Medicine; Political science","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","sts"],"consensus_categories":[],"category_scores_codex":[0.000007983085,0.0002296779,0.0001929601,0.0004220851,0.001951047,0.0004215792,0.0007974018,0.0001795701,0.00003332279],"category_scores_gemma":[0.00006899105,0.0002736057,0.0001346024,0.001153365,0.0007540254,0.004173872,0.000261328,0.0002634318,0.00007313025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012506,"about_ca_system_score_gemma":0.000864431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006007009,"about_ca_topic_score_gemma":0.003605166,"domain_scores_codex":[0.9978211,0.0002937412,0.0001327396,0.0006019718,0.0006905804,0.0004598991],"domain_scores_gemma":[0.9983935,0.0001596348,0.0002629684,0.0002880515,0.0005202229,0.0003755676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00225489,0.001777602,0.8550245,0.00007400804,0.0009768445,0.0005114079,0.02006598,0.00004000687,0.006381712,0.007810514,0.09766471,0.007417788],"study_design_scores_gemma":[0.0006646184,0.0003983264,0.01798467,0.00007103928,0.0001332719,0.00002700271,0.2951841,0.000001611877,0.0001691103,0.0001285899,0.6848242,0.000413414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4124696,0.00002898698,0.001075494,0.0001515712,0.0006676713,0.0003714634,0.00002283636,0.0002985116,0.5849139],"genre_scores_gemma":[0.5497004,0.00004913878,0.0002023354,0.00002872836,0.0003254178,1.529566e-7,0.000007832439,0.00001410995,0.4496719],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8370399,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812398790283874,"score_gpt":0.253596455313202,"score_spread":0.2354724674103632,"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."}}