{"id":"W7164071835","doi":"10.4000/165kn","title":"Volume 16","year":2023,"lang":"","type":"paratext","venue":"Digital Medievalist","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001336592,0.003908825,0.004033751,0.00191844,0.0007859321,0.007083253,0.004025782,0.002571282,0.04315992],"category_scores_gemma":[0.006293907,0.004325266,0.002242472,0.005034036,0.003446269,0.002946954,0.002692322,0.003271377,0.9847507],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004057565,"about_ca_system_score_gemma":0.002180712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003429593,"about_ca_topic_score_gemma":0.000175628,"domain_scores_codex":[0.9810142,0.000380993,0.003715303,0.004496329,0.005673323,0.004719848],"domain_scores_gemma":[0.9881914,0.00110115,0.002261562,0.004061289,0.001603598,0.00278103],"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":[0.0004184007,0.0006064065,0.000204749,0.001259675,0.001333055,0.0007829081,0.0004566744,0.00005306718,0.00004541939,0.0001623045,0.9774998,0.01717756],"study_design_scores_gemma":[0.001839688,0.0005859902,0.0002943873,0.002390161,0.0005703307,0.0001594994,0.0008017162,0.0006614494,0.00007263409,0.0006987088,0.9876458,0.004279657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009914264,0.004558733,0.00007650906,0.0007168861,0.0407655,0.002227249,0.1027713,0.001657672,0.8462347],"genre_scores_gemma":[0.06830158,0.0008155121,0.00001349028,0.0002502978,0.009070511,0.0003596281,0.05445647,0.003594618,0.8631379],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9415908,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03371624309932967,"score_gpt":0.2932226888588482,"score_spread":0.2595064457595185,"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."}}