{"id":"W4413382679","doi":"10.33137/cjal-rcbu.v11.45089","title":"The Librarian’s Personal Research Agenda","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sociology; Political science; Library science; Public relations; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.07596952,0.000601573,0.001165024,0.006239976,0.0157492,0.03845186,0.003116814,0.009930748,0.02764186],"category_scores_gemma":[0.07723828,0.0008634132,0.001303437,0.00683717,0.01286015,0.02722027,0.01456974,0.009468587,0.009531949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02328927,"about_ca_system_score_gemma":0.08619644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015917,"about_ca_topic_score_gemma":0.01282442,"domain_scores_codex":[0.940627,0.03641132,0.003605552,0.00330404,0.01226038,0.003791665],"domain_scores_gemma":[0.8719077,0.03778965,0.003858231,0.009911546,0.05382564,0.02270725],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009458283,0.0001339313,0.002751072,0.001589586,0.00004093478,0.000549014,0.03401136,0.0002519323,0.0008148808,0.6007456,0.2375063,0.1215108],"study_design_scores_gemma":[0.00001740524,0.00003552764,0.000454028,0.001088295,0.000023055,0.000139172,0.01504678,0.000099784,0.0003887658,0.04090156,0.9417721,0.00003348391],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005592746,0.008896063,0.01388067,0.5593293,0.007605898,0.0008804952,0.000513121,0.0003160272,0.4029856],"genre_scores_gemma":[0.3348831,0.03617509,0.09159864,0.1609833,0.01320992,0.003765769,0.001485679,0.0006172396,0.3572813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9615481,"threshold_uncertainty_score":0.4017701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609490591980634,"score_gpt":0.3942256150854462,"score_spread":0.2332765558873829,"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."}}