{"id":"W2996510176","doi":"10.21810/pop.2019.005","title":"Knowledge Organization For Open Scholarship","year":2019,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Situated; Subject (documents); Object (grammar); Sociology; Work (physics); Computer science; Data science; Epistemology; Knowledge management; Political science; World Wide Web; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01608934,0.0003539817,0.0006479477,0.003602917,0.008191535,0.02812337,0.001946105,0.005331876,0.03303262],"category_scores_gemma":[0.02946364,0.0004714522,0.0007734357,0.004648866,0.02178297,0.02218271,0.01682496,0.004050008,0.008351927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006894083,"about_ca_system_score_gemma":0.01360527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748015,"about_ca_topic_score_gemma":0.002164246,"domain_scores_codex":[0.9877581,0.006014818,0.000848498,0.001679309,0.002449365,0.001249881],"domain_scores_gemma":[0.9629278,0.01296418,0.002620736,0.01396116,0.003931053,0.003595042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003625737,0.000009056733,0.0001013622,0.00003981855,0.000002730392,0.00002444605,0.0006799424,0.0001087151,0.00003307843,0.9766575,0.006258289,0.01608145],"study_design_scores_gemma":[0.000006032204,0.000009497884,0.0001384615,0.000136305,0.000002848917,0.00005670918,0.0008573822,0.0003094438,0.00007213034,0.8114839,0.1869195,0.000007749064],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006574202,0.006780196,0.1033047,0.05889629,0.001792926,0.0001937215,0.0001827373,0.0006217578,0.8216535],"genre_scores_gemma":[0.6870199,0.007766105,0.07792517,0.007752053,0.004408143,0.0009290358,0.0007216572,0.0006961306,0.2127819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9980539,"threshold_uncertainty_score":0.1105052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2468978795960763,"score_gpt":0.3350429626243542,"score_spread":0.08814508302827784,"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."}}