{"id":"W4392500114","doi":"10.21083/partnership.v18i2.7612","title":"CARL Library Impact Framework","year":2024,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Library science; 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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.00172127,0.00006640244,0.00007567299,0.0005402204,0.000613306,0.006594561,0.0004510628,0.00006869165,0.0002150821],"category_scores_gemma":[0.0006270456,0.00004048521,0.00003531313,0.0008475164,0.0001289973,0.06529284,0.00008620507,0.001145146,0.00005775732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001480036,"about_ca_system_score_gemma":0.002671922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001185228,"about_ca_topic_score_gemma":0.00000584952,"domain_scores_codex":[0.9987,0.0004690159,0.0002407203,0.00006787259,0.0002744312,0.000247921],"domain_scores_gemma":[0.9977009,0.001475238,0.00008740553,0.000132061,0.00007494781,0.000529421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002250444,0.000004279418,0.001017285,0.00004408006,0.00003939897,0.00003387883,0.01730059,0.00003338487,9.070947e-7,0.9170858,0.04251172,0.02190611],"study_design_scores_gemma":[0.00005792954,0.0001484204,0.002743248,0.0001122755,0.000005915497,0.0004897384,0.009147078,0.001925061,0.00003014658,0.007617248,0.9776558,0.00006715607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01924236,0.009107164,0.0008179875,0.5651373,0.0007402297,0.0002303826,0.000004097652,0.0000552063,0.4046652],"genre_scores_gemma":[0.9921694,0.00170329,0.001587802,0.00316101,0.0002469334,0.000002194157,0.000003325743,0.000005789229,0.001120275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.972927,"threshold_uncertainty_score":0.9944367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0509763005362649,"score_gpt":0.3713677157015471,"score_spread":0.3203914151652822,"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."}}