{"id":"W4383093182","doi":"10.21083/partnership.v18i1.7098","title":"Graduate Student Library Needs at Memorial University of Newfoundland: A Case Study","year":2023,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Promotion (chess); Graduate students; Work (physics); Medical education; Theme (computing); Academic library; Library science; Psychology; Political science; Engineering; Medicine; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003794746,0.0003441379,0.0006369493,0.001824753,0.010932,0.003665691,0.001918361,0.00221786,0.004268194],"category_scores_gemma":[0.008067759,0.000550354,0.0005470218,0.003521506,0.003040872,0.002241372,0.004686002,0.002644531,0.0005528659],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01542513,"about_ca_system_score_gemma":0.01464265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2151298,"about_ca_topic_score_gemma":0.5264076,"domain_scores_codex":[0.9965425,0.001548056,0.000120901,0.0001412552,0.0004330318,0.001214192],"domain_scores_gemma":[0.9924749,0.002513993,0.0007045862,0.0002912131,0.001095653,0.002919682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000260083,0.002959123,0.1271946,0.0007877006,0.00004918027,0.04472134,0.7243671,0.0003984406,0.001177196,0.004791763,0.01924158,0.07405198],"study_design_scores_gemma":[0.00002029281,0.000304986,0.03980418,0.0002170556,0.00002231984,0.005132005,0.9345939,0.0002079334,0.0003295805,0.0002247565,0.01910938,0.00003356413],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899552,0.0003345048,0.0001655748,0.003495807,0.00001921928,0.00008989572,0.00007429539,0.00001256884,0.005852879],"genre_scores_gemma":[0.9910026,0.001204426,0.0006483525,0.001324781,0.0000299535,0.0001062338,0.00005603303,0.0000155065,0.005612127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9963343,"threshold_uncertainty_score":0.4277552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127447751244098,"score_gpt":0.3800186234459056,"score_spread":0.2672738483214959,"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."}}