{"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":"6777511d74ba","filters":{"venue":"Serials The Journal for the Serials Community"}},"results":[{"id":"W2035490936","doi":"10.1629/2431","title":"The need and drive for open data in biomedical publishing","year":2011,"lang":"en","type":"article","venue":"Serials The Journal for the Serials Community","topic":"Research Data Management Practices","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Genome Canada; National Institutes of Health; National Science Foundation; Cancer Research UK; Wellcome Trust; Medical Research Council; Wellcome","keywords":"Open data; Open science; Data sharing; Scrutiny; Scholarly communication; Publishing; Reuse; Data publishing; Computer science; Open research; Data science; Service (business); World Wide Web; Political science; Business; Engineering","authors":[{"name":"Iain Hrynaszkiewicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4406016068496584,"gpt":0.4382257437695658,"spread":0.002375863080092577,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","open_science"],"consensus_categories":["metaresearch","scholarly_communication","open_science"],"category_scores_codex":[0.1064543,0.000181291,0.0003141509,0.00009593108,0.005138864,0.0193165,0.03966917,0.00007692094,0.00001266436],"category_scores_gemma":[0.02305142,0.00008269955,0.00005056364,0.000405518,0.0003847957,0.03726988,0.02312922,0.0009562761,0.000001998866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004533483,"about_ca_system_score_gemma":0.0002414741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004094796,"about_ca_topic_score_gemma":0.003106032,"domain_scores_codex":[0.991537,0.006432972,0.0007355721,0.0002331361,0.000479832,0.0005815128],"domain_scores_gemma":[0.9699007,0.02276238,0.0009279232,0.005905482,0.0003100593,0.0001934144],"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":[0.009006022,0.001395864,0.0003122806,0.0002585154,0.002003088,0.00001736662,0.03269175,0.00003847039,0.01574761,0.5377862,0.2184933,0.1822495],"study_design_scores_gemma":[0.0055568,0.001222841,0.006489028,0.0001854494,0.0002326904,0.0001930636,0.02418341,0.007713296,0.002296482,0.3159578,0.6354122,0.0005569666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.172998,0.003211134,0.4811582,0.3071101,0.01427811,0.01727979,0.001103368,0.0001627592,0.002698501],"genre_scores_gemma":[0.8965777,0.02263136,0.07175352,0.004203045,0.00254019,0.0006396831,0.0002766526,0.0001257547,0.001252065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7235797,"threshold_uncertainty_score":0.9961563,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2066061538","doi":"10.1629/22224","title":"The ‘DOD’ and ‘POD’ project in context at McGill: part of digitizing collections to preserve content, provide access and enrich research","year":2009,"lang":"en","type":"article","venue":"Serials The Journal for the Serials Community","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Context (archaeology); Computer science; World Wide Web; Content (measure theory); Digital content; Library science; Multimedia; History","authors":[{"name":"Janine Schmidt","is_ca":false},{"name":"Louise O’Neill","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.351325965944603,"gpt":0.3744589286068609,"spread":0.02313296266225784,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006176327,0.0001541762,0.0002872695,0.0001262177,0.008014475,0.001203775,0.0008391364,0.0000181868,0.00001715149],"category_scores_gemma":[0.0009640525,0.00007484735,0.00007404184,0.0001472098,0.0005534848,0.0005519743,0.0006096703,0.0003878525,0.00000110177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005480211,"about_ca_system_score_gemma":0.00005221487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052455,"about_ca_topic_score_gemma":0.01473526,"domain_scores_codex":[0.9970131,0.001687781,0.0005658857,0.000105428,0.0002830839,0.0003447206],"domain_scores_gemma":[0.9938177,0.005217033,0.0002420045,0.000360239,0.0002919757,0.00007102769],"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":[0.01084955,0.001176601,0.0000956525,0.0002741162,0.0008910174,0.000005496805,0.06944162,0.0001297116,0.007185815,0.7702583,0.06935912,0.07033301],"study_design_scores_gemma":[0.001480307,0.001797329,0.00825263,0.0003153885,0.0000965733,0.00005167757,0.02828229,0.00002531595,0.002132442,0.3398234,0.6174979,0.0002448212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548475,0.0003123955,0.000004027448,0.009575551,0.0006103173,0.00268244,0.0004759537,0.00001686312,0.03147499],"genre_scores_gemma":[0.9929115,0.00100513,0.000006852586,0.0003761251,0.00031538,0.0001173267,0.00000842268,0.00001372715,0.00524554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5481387,"threshold_uncertainty_score":0.999833,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}