{"id":"W4210428689","doi":"10.5334/sta","title":"Stability: International Journal of Security and Development","year":2024,"lang":"en","type":"paratext","venue":"Stability International Journal of Security and Development","topic":"International Development and Aid","field":"Social Sciences","cited_by":163,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Stability (learning theory); Computer science","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":[0.001049436,0.0005355041,0.0004047143,0.00289321,0.001636266,0.01213006,0.000382205,0.001871382,0.1088531],"category_scores_gemma":[0.006029354,0.0001417536,0.000145084,0.005692535,0.001708966,0.004304306,0.001432256,0.001844586,0.01606851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300118,"about_ca_system_score_gemma":0.00418785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369631,"about_ca_topic_score_gemma":0.004952246,"domain_scores_codex":[0.9992304,0.0001590595,0.00006399362,0.0000891876,0.0004053997,0.00005203106],"domain_scores_gemma":[0.9978156,0.0005400109,0.0001962048,0.0001856731,0.001050655,0.0002118512],"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":[0.00002613422,0.00003069384,0.0008790617,0.000156925,0.000006280924,0.00006113521,0.0005483633,0.0004999413,0.0002260971,0.5692585,0.3261305,0.1021764],"study_design_scores_gemma":[0.000003874439,0.00001333705,0.001778352,0.0001411384,0.000005552831,0.00007539672,0.0004363317,0.0006365081,0.0001033895,0.1066797,0.8901189,0.000007535727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005311367,0.01747556,0.004385208,0.03551415,0.006097945,0.0000402882,0.001248151,0.0002362358,0.929691],"genre_scores_gemma":[0.1526603,0.02407287,0.002380671,0.001534313,0.006481155,0.00008926261,0.001021289,0.0003954594,0.8113647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1088531,"threshold_uncertainty_score":0.3641498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03197559325283373,"score_gpt":0.3239490993793349,"score_spread":0.2919735061265012,"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."}}