{"id":"W192722067","doi":"10.51952/9781529229158.ch002","title":"Social Theory at Work","year":2024,"lang":"en","type":"preprint","venue":"Bristol University Press eBooks","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Sociology; Industrial sociology; Work (physics); Economic sociology; Social theory; Social science; Positive economics; Epistemology; Political science; Economics; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003627297,0.0008189088,0.0006978089,0.002106153,0.007721032,0.01128358,0.00138433,0.003555689,0.02192511],"category_scores_gemma":[0.005041342,0.0002483056,0.0005329357,0.002781941,0.02972638,0.006950621,0.006239736,0.003930377,0.004432332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009281334,"about_ca_system_score_gemma":0.006425904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004842197,"about_ca_topic_score_gemma":0.003444617,"domain_scores_codex":[0.9937583,0.003619153,0.0001517542,0.0008404244,0.0009839112,0.0006464812],"domain_scores_gemma":[0.996476,0.00179283,0.000259454,0.0004202399,0.0004928502,0.0005586326],"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":[0.000002427191,0.000009524531,0.0001489693,0.00003687913,0.0000030399,0.00004535712,0.004439997,0.00009238446,0.00001946361,0.9743936,0.01385844,0.006950012],"study_design_scores_gemma":[0.000004796445,0.0000105046,0.0003040118,0.0002335363,0.000002935993,0.00009960761,0.004935952,0.0002019476,0.00002285033,0.5944248,0.3997531,0.000005969455],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006020322,0.0134781,0.01041572,0.04375505,0.001094658,0.00009199981,0.0001779184,0.0000705492,0.9248957],"genre_scores_gemma":[0.6765447,0.02242672,0.01049853,0.01206443,0.002009367,0.0004547044,0.0003845855,0.0001795987,0.2754374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02192511,"threshold_uncertainty_score":0.07334685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254803204595603,"score_gpt":0.2704960668983594,"score_spread":0.2279480348524033,"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."}}