{"id":"W4403429652","doi":"10.15173/ijsap.v8i2.5725","title":"Students as partners in the library","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009475034,0.0006446206,0.0005605727,0.001603277,0.0148525,0.02516881,0.002710901,0.00338306,0.02473553],"category_scores_gemma":[0.01755943,0.000691133,0.0005654878,0.001503332,0.006536803,0.01373592,0.02713216,0.005837904,0.007505841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236474,"about_ca_system_score_gemma":0.009137545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306689,"about_ca_topic_score_gemma":0.002398208,"domain_scores_codex":[0.9819147,0.01171105,0.0004039261,0.0009783094,0.001864889,0.003127115],"domain_scores_gemma":[0.9676929,0.002858032,0.001260651,0.001487354,0.003638448,0.02306263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001730171,0.002118188,0.03827481,0.0002174208,0.00002421872,0.002038371,0.6827373,0.0001844927,0.002419206,0.05468785,0.04847107,0.168654],"study_design_scores_gemma":[0.00003880208,0.0005664633,0.002699926,0.0001906906,0.00002408917,0.00139933,0.5641838,0.0004648819,0.001819673,0.012289,0.41626,0.00006332879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7855713,0.002100808,0.01286713,0.05629105,0.001302647,0.0004734899,0.0001405057,0.001536921,0.1397162],"genre_scores_gemma":[0.9116119,0.0006594156,0.003945414,0.00704391,0.0001458752,0.0002575949,0.00009520639,0.0001931423,0.07604755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02516881,"threshold_uncertainty_score":0.08274865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09119196580206235,"score_gpt":0.6039487054613462,"score_spread":0.5127567396592838,"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."}}