{"id":"W4388095514","doi":"10.33137/cjal-rcbu.v9.41672","title":"Academic Libraries and Collaborative Research Services, by Carrie Forbes","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Library science; Sociology; Psychology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001739182,0.0002540507,0.0003836014,0.001291283,0.0005750521,0.001032195,0.003493958,0.0005715462,0.00005566324],"category_scores_gemma":[0.0001696303,0.0002310057,0.00005470535,0.003749238,0.0003585154,0.01152886,0.0003165516,0.0025744,0.00005831219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000576124,"about_ca_system_score_gemma":0.004750298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007492258,"about_ca_topic_score_gemma":0.0003514244,"domain_scores_codex":[0.996738,0.0005279052,0.0006893006,0.0004243931,0.0006074266,0.001013008],"domain_scores_gemma":[0.9964682,0.0008064403,0.0002964049,0.0003717644,0.0002069866,0.001850207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004864725,0.000006000482,0.09234686,0.000247591,0.0001289349,0.0004631528,0.02602593,0.00002608134,0.001172216,0.30826,0.5619608,0.009313792],"study_design_scores_gemma":[0.0008664621,0.0003405513,0.02464054,0.000517174,0.00001966609,0.0001953207,0.006665705,0.001191401,0.004018629,0.1786218,0.7823607,0.000562051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7677659,0.0762739,0.0005113804,0.1371142,0.002354389,0.0007293038,0.0003539138,0.0003647297,0.01453222],"genre_scores_gemma":[0.9875347,0.002480459,0.001916589,0.004498295,0.001062988,0.00001272261,0.00003219889,0.00006294394,0.002399112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2203999,"threshold_uncertainty_score":0.9997267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.046782052156293,"score_gpt":0.289968097406731,"score_spread":0.243186045250438,"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."}}