{"id":"W4391434118","doi":"10.15173/glj.v15i1.5739","title":"Rationalisation","year":2024,"lang":"en","type":"article","venue":"Global Labour Journal","topic":"Philosophy and Literary Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rationalisation; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003827466,0.0008784893,0.0006211071,0.001244272,0.002548641,0.007239714,0.001072941,0.002678554,0.02126053],"category_scores_gemma":[0.00628967,0.0002836523,0.001015964,0.000949764,0.01682724,0.006337919,0.003424648,0.003923043,0.005094201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006021409,"about_ca_system_score_gemma":0.00298287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004255536,"about_ca_topic_score_gemma":0.001959308,"domain_scores_codex":[0.995145,0.00206412,0.000199421,0.001034043,0.001019117,0.0005381873],"domain_scores_gemma":[0.9972965,0.001058483,0.0001771303,0.0007016016,0.0006465911,0.0001196525],"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":[0.000003287457,0.000001531141,0.00001404069,0.00001236692,0.000001882851,0.0000077623,0.0002105139,0.00005639075,0.00002178625,0.995443,0.002648468,0.001579055],"study_design_scores_gemma":[0.000009906153,0.000008327739,0.00009315786,0.0000706575,0.000004107664,0.00004540788,0.0002598557,0.0002894061,0.0001923686,0.8091837,0.1898361,0.000007031471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002868184,0.003936871,0.02565926,0.01377785,0.0007012615,0.00004720422,0.0001334855,0.0001315436,0.9527444],"genre_scores_gemma":[0.6765289,0.005206532,0.01350586,0.005928258,0.00159163,0.0002774887,0.0004723023,0.0004410083,0.296048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02126053,"threshold_uncertainty_score":0.07112354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927295857128661,"score_gpt":0.2404960444247565,"score_spread":0.2212230858534699,"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."}}