{"id":"W1970555408","doi":"10.1087/095315108x254476","title":"Data, disciplines, and scholarly publishing","year":2007,"lang":"en","type":"article","venue":"Learned Publishing","topic":"Research Data Management Practices","field":"Computer Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Studies","funders":"","keywords":"Scholarly communication; Publishing; Publication; Scholarship; Incentive; Value (mathematics); Computer science; Digital scholarship; Data science; Product (mathematics); World Wide Web; Library science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.07713298,0.0005027676,0.001238679,0.02604257,0.01007435,0.05392776,0.003404545,0.00353659,0.01903624],"category_scores_gemma":[0.2543124,0.0009004895,0.0004163976,0.0697455,0.02308601,0.04375749,0.01514025,0.004151853,0.004644081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009116906,"about_ca_system_score_gemma":0.01797453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003868766,"about_ca_topic_score_gemma":0.003535515,"domain_scores_codex":[0.8976524,0.05898878,0.0123348,0.004739155,0.02499257,0.001292271],"domain_scores_gemma":[0.6178479,0.2702747,0.02213411,0.05219149,0.02944539,0.008106505],"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":[0.00003084664,0.00003217445,0.003849168,0.0007155776,0.0000344458,0.000159869,0.01050749,0.0003887016,0.0001079451,0.8245456,0.03137219,0.1282562],"study_design_scores_gemma":[0.00001439541,0.00001379075,0.001031442,0.001546625,0.00001916611,0.0002062184,0.01215176,0.000417953,0.0002634272,0.5829403,0.4013601,0.00003482217],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02910212,0.07019442,0.08364473,0.3169914,0.009094518,0.0005938217,0.00427482,0.001132035,0.4849721],"genre_scores_gemma":[0.63565,0.09663401,0.1678831,0.02160537,0.00805793,0.001250826,0.004316154,0.001403968,0.06319863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9460722,"threshold_uncertainty_score":0.4079231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2012887828853295,"score_gpt":0.389130009738767,"score_spread":0.1878412268534375,"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."}}