{"id":"W4400424844","doi":"10.29173/crossings208","title":"Protectors or Enforcers?","year":2024,"lang":"en","type":"article","venue":"Crossings An Undergraduate Arts Journal","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Chemistry; Pharmacology; Business; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009585804,0.0001565534,0.0001517088,0.0001341322,0.002524592,0.005842537,0.0003081041,0.0001167557,0.0003148537],"category_scores_gemma":[0.0001553548,0.0001199513,0.0001386446,0.0004039291,0.0005904685,0.00149589,0.00003318985,0.0004987383,0.0001119997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766927,"about_ca_system_score_gemma":0.0009860545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006391351,"about_ca_topic_score_gemma":0.002463189,"domain_scores_codex":[0.9982355,0.0001157362,0.0002772998,0.000242599,0.0005420809,0.0005867777],"domain_scores_gemma":[0.9991694,0.00005394252,0.00008369212,0.000127979,0.0001315449,0.0004334195],"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":[0.0002012372,0.0002583087,0.000772457,0.0001171245,0.0001999217,0.002190503,0.1358352,0.0002602051,0.001143069,0.5105291,0.2265129,0.1219799],"study_design_scores_gemma":[0.0001697656,0.0001194826,0.00006209002,0.0001221832,0.00001981269,0.0001972997,0.005624268,0.001438861,0.00001800704,0.04991872,0.9420969,0.0002125616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6825783,0.001186443,0.005861789,0.04795817,0.00438341,0.0004839435,0.00001481675,0.0007679168,0.2567652],"genre_scores_gemma":[0.9680968,0.0003440901,0.0005271586,0.0005868988,0.0009082737,0.000002888259,0.000003210371,0.00002677702,0.02950389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.715584,"threshold_uncertainty_score":0.998774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393031503272297,"score_gpt":0.3742749329592356,"score_spread":0.3303446179265127,"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."}}