{"id":"W4321836505","doi":"10.1086/724503","title":"2023 Announcement","year":2022,"lang":"en","type":"article","venue":"The Wordsworth Circle","topic":"Short Stories in Global Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art history; Art; State (computer science); Convention; History; Media studies; Law; Sociology; Political science","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002889938,0.00009049602,0.00009328109,0.00002808835,0.00154183,0.0001188159,0.0004239363,0.00001144174,0.0176447],"category_scores_gemma":[0.00001113308,0.00007467304,0.00006268029,0.0001010147,0.0001571287,0.00007635733,0.0002710113,0.0002988362,0.00009507308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009825282,"about_ca_system_score_gemma":0.00003218548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001258861,"about_ca_topic_score_gemma":0.0001987029,"domain_scores_codex":[0.9989564,0.00006754576,0.0001441278,0.00016747,0.0004201513,0.0002442616],"domain_scores_gemma":[0.9994223,0.0000349699,0.00005416105,0.0004089386,0.00004734319,0.00003233387],"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":[0.0000354235,0.00006716269,0.0002880399,0.000005121526,0.00004450628,0.00001370631,0.02641368,0.0001439788,0.000006524808,0.6432847,0.3234078,0.006289304],"study_design_scores_gemma":[0.00009052483,0.00005398656,0.0003600322,0.00000275503,0.00001244215,0.000005499859,0.004278977,0.00001388741,0.000002251176,0.003563647,0.9915078,0.0001082162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02681416,0.001787401,0.000006728198,0.001922011,0.006412121,0.0003161723,0.0003456761,0.0001595675,0.9622362],"genre_scores_gemma":[0.9401211,0.000004619711,0.000008471952,0.002259262,0.0009925287,0.0001090481,0.00005701727,0.00001445267,0.05643352],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9133069,"threshold_uncertainty_score":0.999758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317767225984382,"score_gpt":0.2030089807406089,"score_spread":0.189831308480765,"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."}}