{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1e5cad0ed43d","filters":{"venue":"Library and Leadership Management"}},"results":[{"id":"W2584735973","doi":"","title":"Exploring the Connection between Marketing Knowledge and Behavior of Library and Information Science Professionals","year":2009,"lang":"en","type":"article","venue":"Library and Leadership Management","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Connection (principal bundle); Business; Knowledge management; Marketing; Psychology; Computer science; Engineering","authors":[{"name":"Rajesh Singh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08614702211117696,"gpt":0.2493758430065203,"spread":0.1632288208953434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006843726,0.0001399491,0.0001238601,0.0005171172,0.0004037439,0.0005294949,0.0001831615,0.00002614792,0.00003799982],"category_scores_gemma":[0.00003185149,0.000110196,0.00001957746,0.0006702961,0.0001524098,0.02967654,0.0003339563,0.0001053446,0.000003394788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002418185,"about_ca_system_score_gemma":0.000008120154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001171024,"about_ca_topic_score_gemma":6.789328e-8,"domain_scores_codex":[0.9990932,0.00003981087,0.0002597462,0.000222709,0.0001664812,0.0002180993],"domain_scores_gemma":[0.9995137,0.0001237929,0.0001791265,0.0001496199,0.00001148227,0.00002226653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001366839,0.0001282063,0.1222689,0.002858277,0.00003365366,0.000001513764,0.001113659,0.000001251603,0.00005192577,0.3940773,0.003089431,0.4762392],"study_design_scores_gemma":[0.0002720121,0.00001529604,0.9509514,0.000268436,0.00009949974,5.329962e-7,0.007284555,0.0001713009,0.00008459288,0.0006787016,0.04001573,0.0001579309],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9069216,0.0003557654,0.0000207977,0.0123006,0.0002736762,0.0007002226,9.179815e-7,0.0001459348,0.07928047],"genre_scores_gemma":[0.9959888,0.0003732165,0.0002916725,0.001859503,0.0003214349,0.00004992306,0.00002959037,0.000009400131,0.001076452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8286825,"threshold_uncertainty_score":0.9838949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2602347460","doi":"","title":"Perspectives on Leadership: Interview with ... Ginnie Cooper, Irene Owens, Mark Herring, Peter Northouse","year":2009,"lang":"en","type":"article","venue":"Library and Leadership Management","topic":"Leadership and Management in Organizations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Herring; Management; Operations research; Psychology; Sociology; Engineering; Fishery; Economics; Fish <Actinopterygii>; Biology","authors":[{"name":"Mary Augusta Thomas","is_ca":false},{"name":"Eric C. Shoaf","is_ca":false},{"name":"Jane Duffy","is_ca":true},{"name":"Wendi Arant Kaspar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05358110750684746,"gpt":0.205452929493963,"spread":0.1518718219871156,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002148519,0.0005746282,0.0003799111,0.0006619382,0.0003927868,0.001034767,0.0005979023,0.0001068955,0.000977139],"category_scores_gemma":[0.00001471572,0.0004870124,0.0001119995,0.001094231,0.0002043535,0.00450855,0.0002260394,0.0003639109,0.0003896573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002305297,"about_ca_system_score_gemma":0.000008674709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003966921,"about_ca_topic_score_gemma":0.000004755878,"domain_scores_codex":[0.9974338,0.00006348261,0.0003731491,0.0009308672,0.000408003,0.0007907407],"domain_scores_gemma":[0.9990051,0.00004462565,0.0002038993,0.0006431161,0.0000340785,0.00006921391],"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":[0.0006658778,0.001503874,0.008446622,0.003276823,0.0007180335,0.0005315137,0.003411375,0.0002356863,0.00001892731,0.7591529,0.1746606,0.04737771],"study_design_scores_gemma":[0.003186177,0.000429375,0.05013415,0.001070782,0.0005912955,0.00001396257,0.09365233,0.0002878347,0.00006283601,0.001749986,0.8469314,0.001889862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01463327,0.005854034,0.002742819,0.2764941,0.0007532691,0.002972332,0.000009597865,0.003173811,0.6933667],"genre_scores_gemma":[0.8523446,0.0004958652,0.0008820058,0.1071193,0.000862906,0.0000461236,0.00009136961,0.0001243686,0.03803344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8377114,"threshold_uncertainty_score":0.9999361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}