{"id":"W4407700173","doi":"10.1162/artm_x_00398","title":"Contributors","year":2024,"lang":"en","type":"article","venue":"ARTMargins","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001654692,0.00003805674,0.00005389521,0.00002080985,0.0002215394,0.00005072771,0.00005474476,0.00002911151,0.0002557923],"category_scores_gemma":[0.0001046832,0.00002967407,0.0000386258,0.0001474242,0.0001098758,0.00009096182,0.00001172393,0.00005332682,0.0007889601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003629231,"about_ca_system_score_gemma":0.00007772478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301214,"about_ca_topic_score_gemma":0.001118931,"domain_scores_codex":[0.9995404,0.00002459931,0.00004654987,0.00008921509,0.0001245591,0.0001746644],"domain_scores_gemma":[0.9998023,0.00006836759,0.000005055379,0.00004292097,0.0000203475,0.00006104427],"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":[0.000001192303,0.00001004152,0.001010578,0.000006555307,0.00003501238,0.00003998873,0.0570548,1.283725e-7,0.0000456242,0.6133933,0.3080867,0.02031607],"study_design_scores_gemma":[0.00002928234,0.000005642497,0.0005415396,0.00001101563,0.000008066332,3.086279e-7,0.005586296,0.000001869901,0.00003572825,0.001770009,0.991967,0.0000432389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009893712,0.00380375,0.0002097983,0.0241155,0.001945765,0.0001269577,0.000008757182,0.0003589024,0.9595369],"genre_scores_gemma":[0.9695259,0.00032699,0.00004708641,0.0002831766,0.0007232349,0.000009323941,0.000002023768,0.000003959979,0.02907832],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9596322,"threshold_uncertainty_score":0.999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332303078495981,"score_gpt":0.3457722252984987,"score_spread":0.3324491945135389,"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."}}