{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003364461,0.0005500081,0.0004488944,0.00111906,0.00861155,0.0139275,0.000540685,0.002966336,0.01388734],"category_scores_gemma":[0.006467812,0.0001871766,0.0002641751,0.0009234054,0.0258825,0.01312277,0.004531401,0.009161754,0.002914612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004934409,"about_ca_system_score_gemma":0.002576277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003956429,"about_ca_topic_score_gemma":0.006199982,"domain_scores_codex":[0.9953258,0.00240397,0.0001008737,0.0007773979,0.0006206285,0.0007712496],"domain_scores_gemma":[0.9977768,0.000610779,0.0003648796,0.0002607824,0.0004565565,0.0005301929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005367855,0.00006375695,0.002795821,0.0001523179,0.00003433625,0.0001533052,0.07267447,0.0001175555,0.0008854576,0.782129,0.1090139,0.03192629],"study_design_scores_gemma":[0.00001274899,0.00003877723,0.001774902,0.0002782725,0.00001685124,0.0001661407,0.08873414,0.00008861641,0.0005645206,0.1300776,0.7782139,0.00003359928],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04544551,0.005566068,0.00398357,0.3783059,0.003176623,0.00003925545,0.0001070467,0.0001100119,0.563266],"genre_scores_gemma":[0.802261,0.003089176,0.001600354,0.06809901,0.001167494,0.00005150216,0.00008096295,0.0002173923,0.1234331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0139275,"threshold_uncertainty_score":0.04645783,"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."}}