{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005492826,0.0005661939,0.0009475193,0.0009501719,0.0003464074,0.000860165,0.001631064,0.0004992757,0.003910377],"category_scores_gemma":[0.0008512083,0.0005154966,0.0002654438,0.0001984893,0.0006899662,0.0009729122,0.0007625126,0.001474386,0.0001509766],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002046078,"about_ca_system_score_gemma":0.007374496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177067,"about_ca_topic_score_gemma":0.0006819487,"domain_scores_codex":[0.991796,0.0003925572,0.002799188,0.0005538128,0.003958924,0.0004994737],"domain_scores_gemma":[0.991415,0.0004754759,0.001858986,0.0001587896,0.005613141,0.0004786106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001892091,0.001787302,0.009082115,0.0008875806,0.007257668,0.0006305331,0.8881126,0.000007656456,0.0001479986,0.003535012,0.03213523,0.05452423],"study_design_scores_gemma":[0.001457529,0.0001237752,0.0009822667,0.001241899,0.00006981895,0.0002370221,0.03857221,0.000007033911,0.002451524,0.004802535,0.9493303,0.000724083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8908024,0.01125985,0.0005716755,0.01332813,0.04783893,0.0008399985,0.0004396013,0.00004710884,0.03487227],"genre_scores_gemma":[0.981005,0.008959122,0.005065911,0.0004148114,0.00342449,0.00001519766,0.0001809257,0.00005436318,0.0008801491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9171951,"threshold_uncertainty_score":0.9997296,"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."}}