{"id":"W7106756452","doi":"10.14429/djlit.20871","title":"DESIDOC Journal of Library Information Technology","year":2025,"lang":"","type":"article","venue":"DESIDOC Journal of Library & Information Technology","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversification (marketing strategy); Productivity; Thematic map; Digital library; Bibliometrics; Information technology; Distribution (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.00325153,0.0004537007,0.0007465382,0.01583952,0.003220034,0.02139169,0.0007788512,0.001320441,0.05057139],"category_scores_gemma":[0.01353994,0.000265937,0.0004814517,0.02331525,0.001579666,0.004930341,0.003824664,0.001097396,0.02146658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005123564,"about_ca_system_score_gemma":0.01201922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004798993,"about_ca_topic_score_gemma":0.004795135,"domain_scores_codex":[0.9926548,0.001011367,0.0009731462,0.0005772835,0.00427917,0.0005042549],"domain_scores_gemma":[0.9845939,0.003763258,0.002113844,0.001310064,0.006468402,0.001750525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002410894,0.0002634891,0.05931927,0.004701755,0.0001351129,0.002012365,0.005225532,0.0003523884,0.002470636,0.04426829,0.3350164,0.5459937],"study_design_scores_gemma":[0.00001024433,0.00004321429,0.03055707,0.001018394,0.00004940275,0.002075055,0.004187895,0.0002307059,0.001119373,0.002873674,0.9578007,0.00003438916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1048113,0.1416205,0.003471964,0.03146808,0.006040352,0.0004905828,0.008786444,0.001217942,0.7020929],"genre_scores_gemma":[0.5884665,0.1483415,0.007399974,0.008816122,0.004825714,0.0003794322,0.01023948,0.0003872828,0.2311439],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9841605,"threshold_uncertainty_score":0.1691781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101500832332913,"score_gpt":0.4270096613435049,"score_spread":0.3255088290105919,"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."}}