{"id":"W4409402527","doi":"10.18740/ss27366","title":"The Worse, The Better","year":2025,"lang":"en","type":"article","venue":"Socialist studies","topic":"Marxism and Critical Theory","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002942771,0.00006962044,0.00009644036,0.000008203361,0.003253518,0.000169595,0.0001708938,0.00001332892,0.000171849],"category_scores_gemma":[0.0002379288,0.00003081259,0.00007435444,0.00002566569,0.001681138,0.00003022273,0.0001100107,0.00009265289,0.00005174664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001509606,"about_ca_system_score_gemma":0.00001157361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004042599,"about_ca_topic_score_gemma":0.0006750561,"domain_scores_codex":[0.9994876,0.00008225725,0.0001079291,0.00007634188,0.00008467494,0.000161179],"domain_scores_gemma":[0.99883,0.0009244301,0.00001740259,0.0001322412,0.00008814577,0.000007769266],"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":[0.000003086255,0.000004502526,0.00003523748,0.000007426688,0.00008631585,3.25923e-7,0.009487717,6.354556e-9,1.281708e-7,0.7370032,0.2493922,0.003979915],"study_design_scores_gemma":[0.00002960707,0.000002251695,0.00007229698,0.000006261253,0.00002000283,1.316421e-8,0.03130761,1.393667e-7,0.000001524123,0.4114272,0.5571076,0.00002553529],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002339108,0.007762186,0.000003635682,0.2479056,0.001898326,0.0001029219,0.000008829985,0.00004742333,0.7399319],"genre_scores_gemma":[0.7653273,0.0005657535,0.000002428148,0.03346011,0.001853398,0.00009023364,0.000001130973,0.000007287395,0.1986924],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7629882,"threshold_uncertainty_score":0.9980441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0466945673421701,"score_gpt":0.3218206475975042,"score_spread":0.2751260802553341,"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."}}