{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03026533,0.002655396,0.0014776,0.03487532,0.01375969,0.03039571,0.006730132,0.006735735,0.03295658],"category_scores_gemma":[0.03677945,0.001085449,0.002751352,0.02643479,0.01492284,0.01553118,0.01445949,0.006214215,0.006494681],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1082353,"about_ca_system_score_gemma":0.174191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4924765,"about_ca_topic_score_gemma":0.3749997,"domain_scores_codex":[0.9585392,0.01027488,0.00208697,0.001928648,0.02145967,0.005710602],"domain_scores_gemma":[0.9686651,0.00690523,0.001078237,0.001217997,0.01876306,0.003370348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001218183,0.0000234707,0.0005279774,0.0003926807,0.00001386026,0.00006341574,0.0006010673,0.00140589,0.00003381328,0.9352491,0.04201616,0.01966034],"study_design_scores_gemma":[0.00001539894,0.00001961233,0.0008913125,0.001519403,0.00003601872,0.0000960917,0.002247665,0.001170599,0.0001643469,0.1755656,0.8181942,0.00007988153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001816519,0.008526479,0.04954305,0.0391375,0.0008992986,0.001280565,0.006048036,0.001097216,0.8916513],"genre_scores_gemma":[0.3807805,0.0463472,0.2176581,0.03463081,0.002349478,0.008239215,0.01721842,0.00198851,0.2907878],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9696043,"threshold_uncertainty_score":0.9792199,"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."}}