{"id":"W4401911061","doi":"10.36399/aiste.vol2.2008.13","title":"Prelim","year":2020,"lang":"en","type":"article","venue":"Aiste.","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University College Cork; Ulster University; University College Dublin; University of Aberdeen; University of California, Los Angeles; Aberystwyth University; St. Francis Xavier University; Harvard University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007301529,0.0009762983,0.0006408548,0.00162057,0.00213267,0.00423873,0.001261513,0.001380002,0.619063],"category_scores_gemma":[0.003215457,0.0004337119,0.0006749684,0.001121269,0.0006409159,0.00235279,0.002308456,0.001764898,0.4561466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632637,"about_ca_system_score_gemma":0.002018648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004097983,"about_ca_topic_score_gemma":0.005605056,"domain_scores_codex":[0.9992763,0.00008336216,0.00003818127,0.0001911286,0.0003083825,0.0001025486],"domain_scores_gemma":[0.9987404,0.0001089531,0.00005772084,0.0002706721,0.0006589775,0.0001632889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000210796,0.0001262021,0.00115435,0.0003247274,0.00001911877,0.0002264277,0.0002297803,0.0003822491,0.002039376,0.1209137,0.7096263,0.1647469],"study_design_scores_gemma":[0.00001789203,0.00002667139,0.0007939292,0.00008163312,0.000007892066,0.0001966963,0.0001309028,0.0003558183,0.001270817,0.01588722,0.9812198,0.0000107483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003204455,0.001114786,0.01216714,0.004521021,0.002460215,0.0002099813,0.005908721,0.002352254,0.9680614],"genre_scores_gemma":[0.02416312,0.001003787,0.005134717,0.001678491,0.0005731307,0.0001460446,0.004742435,0.0009567236,0.9616016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.380937,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04148056514552713,"score_gpt":0.3041290843163482,"score_spread":0.262648519170821,"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."}}