{"id":"W2157765416","doi":"10.5334/sta.ct","title":"Big Data and Peacebuilding","year":2013,"lang":"en","type":"article","venue":"Stability International Journal of Security and Development","topic":"Peacebuilding and International Security","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Peacebuilding; Peacekeeping; Face (sociological concept); Big data; Political science; Task (project management); Asynchronous communication; Social media; Sociology; Computer science; Media studies; Law; Engineering; Social science; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.009495287,0.0005741858,0.0007117535,0.002932474,0.005899914,0.01460642,0.001185139,0.005988831,0.02180438],"category_scores_gemma":[0.02281468,0.0003934996,0.0006021747,0.00683364,0.01284882,0.01507501,0.008097084,0.009687854,0.003218472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004755976,"about_ca_system_score_gemma":0.00557296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005737032,"about_ca_topic_score_gemma":0.004656902,"domain_scores_codex":[0.9922888,0.004824975,0.0002561723,0.0006502076,0.001378853,0.0006009573],"domain_scores_gemma":[0.9791642,0.01492538,0.001368736,0.001449048,0.001679133,0.001413597],"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":[0.00003882657,0.00002448628,0.001405267,0.0004314191,0.00004973355,0.0001268352,0.002371223,0.0003576689,0.00007652572,0.7057752,0.2321276,0.05721525],"study_design_scores_gemma":[0.0000132462,0.00001435488,0.001382635,0.001116344,0.000009561464,0.00009463485,0.002598934,0.0003819904,0.0001285585,0.4573521,0.536877,0.00003060167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003888977,0.08807769,0.007192578,0.7133251,0.0102047,0.0000891301,0.001091727,0.0002223706,0.1759077],"genre_scores_gemma":[0.4146886,0.2454237,0.01808251,0.21377,0.03056947,0.0008690729,0.002525956,0.0007033438,0.07336737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02180438,"threshold_uncertainty_score":0.07294297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08456205084151272,"score_gpt":0.333023087313023,"score_spread":0.2484610364715103,"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."}}