{"id":"W173269827","doi":"","title":"Engaged Scholarship: Collaborative Research Between Librarians and LIS Faculty","year":2014,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Scholarship; Digital scholarship; Library science; Sociology; Public relations; Political science; Medical education; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004757291,0.0003067762,0.0005059741,0.0006427534,0.002467623,0.000495494,0.002872173,0.0003879759,0.0001419834],"category_scores_gemma":[0.0004691321,0.0003512093,0.0001269317,0.002199425,0.0004557441,0.007543067,0.002040569,0.002052825,0.0002231257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007010793,"about_ca_system_score_gemma":0.0002422357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009247254,"about_ca_topic_score_gemma":0.0001211134,"domain_scores_codex":[0.9936601,0.003365893,0.0002643715,0.0009778567,0.001012834,0.000718977],"domain_scores_gemma":[0.9964195,0.001315604,0.0002283578,0.00104274,0.0004412829,0.000552467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002826808,0.0002592033,0.8806129,0.000273001,0.0003443697,0.0001121898,0.03898402,0.00002084737,0.008534241,0.05143304,0.00227426,0.01686926],"study_design_scores_gemma":[0.001821813,0.0004430042,0.9346843,0.0001307764,0.00003790235,0.00001036892,0.003048185,0.0002425809,0.007059885,0.01023298,0.04173523,0.0005529653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860601,0.0002104635,0.001120862,0.004573152,0.0001106968,0.0003370014,0.00009485451,0.0002098289,0.007283071],"genre_scores_gemma":[0.9826539,0.00003299967,0.01469074,0.0001754588,0.0001292897,8.377422e-7,0.00005572496,0.00002487513,0.002236138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05407142,"threshold_uncertainty_score":0.999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06552966436549346,"score_gpt":0.2776271193802231,"score_spread":0.2120974550147297,"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."}}