{"id":"W3211527951","doi":"10.54590/pop.2021.008","title":"Political Economy and Diplomatics of Open Social Scholarship","year":2021,"lang":"en","type":"article","venue":"Pop! Public Open Participatory","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Order (exchange); Politics; Field (mathematics); Social science; Sociology; Political science; Economics; Law","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":[0.01495379,0.0002955905,0.0006115597,0.005302171,0.007595105,0.02146743,0.00116527,0.004843678,0.008131813],"category_scores_gemma":[0.02633471,0.0004592954,0.0005279467,0.005482094,0.05448174,0.01933654,0.01008101,0.005239632,0.0006946526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009395009,"about_ca_system_score_gemma":0.007831764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145705,"about_ca_topic_score_gemma":0.001293361,"domain_scores_codex":[0.9814835,0.01146532,0.0005026876,0.001061925,0.004028545,0.001458158],"domain_scores_gemma":[0.9684429,0.02273849,0.003392742,0.002330533,0.001720114,0.001375077],"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":[0.000002466429,0.000005040072,0.00009057231,0.0000206371,9.93866e-7,0.00001055742,0.0006653426,0.000058061,0.00001034028,0.9969012,0.000305509,0.00192929],"study_design_scores_gemma":[0.000009058364,0.000008857164,0.000546906,0.000266414,0.000003402307,0.00005404426,0.003165806,0.0003185087,0.00008219628,0.9515098,0.04402805,0.000006989342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.050058,0.02124711,0.02782666,0.1485802,0.001457398,0.0001016146,0.00008140249,0.00004348945,0.750604],"genre_scores_gemma":[0.9733477,0.008907299,0.002186731,0.002964194,0.001873165,0.0001564111,0.00003590128,0.0000335103,0.01049511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9988347,"threshold_uncertainty_score":0.07908416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3491744845221472,"score_gpt":0.4854010793570514,"score_spread":0.1362265948349042,"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."}}