{"id":"W4411235200","doi":"10.18438/eblip30786","title":"Evidence Summary Theme: Ebooks","year":2025,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Theme (computing); Computer science; Library science; Information retrieval; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003957605,0.0001509516,0.000118158,0.0003943369,0.0003086995,0.002492534,0.0006746547,0.00006746298,0.00005560455],"category_scores_gemma":[0.00151029,0.0001324563,0.00004117435,0.000900751,0.00005841431,0.4281967,0.0004776061,0.0001686527,0.00005777476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001140212,"about_ca_system_score_gemma":0.0006242155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000164995,"about_ca_topic_score_gemma":9.962243e-9,"domain_scores_codex":[0.9987273,0.0001609599,0.00040195,0.0002190486,0.0002987472,0.0001920119],"domain_scores_gemma":[0.9961703,0.003082739,0.0002078298,0.000375962,0.00005868725,0.0001044912],"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":[0.0002026238,0.00001963197,0.0008133764,0.0001163755,0.0000183542,0.000004434105,0.0002142767,0.00003371254,0.00002278378,0.8222362,0.03357033,0.1427478],"study_design_scores_gemma":[0.0002102947,0.00007452381,0.002903208,0.0009910119,0.000008935698,0.00000867691,0.000114123,0.007370378,0.004410234,0.001932007,0.9817827,0.0001938482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001083845,0.005434545,0.1886311,0.1967002,0.0006629222,0.0006305499,0.000002789986,0.001036111,0.6058179],"genre_scores_gemma":[0.2410928,0.006790106,0.1023222,0.5948389,0.0001366588,0.0001881804,0.00002354018,0.00001819422,0.05458941],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9482124,"threshold_uncertainty_score":0.998543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174841155122554,"score_gpt":0.2406383131184177,"score_spread":0.2231541976061623,"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."}}