{"id":"W4395089513","doi":"10.1017/9781009473194.003","title":"Foundations, Theory, and Concepts","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Gender Politics and Representation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001149875,0.0008202231,0.0006197005,0.002166529,0.001616363,0.004608264,0.0009695354,0.001138615,0.03928389],"category_scores_gemma":[0.002607527,0.0002840748,0.0004196663,0.002407384,0.007548091,0.005796937,0.00137607,0.002525695,0.008648924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005061367,"about_ca_system_score_gemma":0.002320549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004812641,"about_ca_topic_score_gemma":0.004070346,"domain_scores_codex":[0.9991847,0.0002773136,0.00003241131,0.0001573483,0.0002852338,0.00006298743],"domain_scores_gemma":[0.9991301,0.0004170112,0.00004751738,0.0001235301,0.0002213631,0.00006043223],"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":[0.000004438381,0.000007300429,0.00005291091,0.0001369073,0.000003902718,0.00002689054,0.0003399823,0.000274863,0.0000542221,0.9155616,0.06593169,0.01760529],"study_design_scores_gemma":[0.00000173569,0.000004820622,0.0001468697,0.0002027615,0.000002514629,0.00004951919,0.0003143848,0.0002964937,0.00003813213,0.67711,0.3218283,0.000004385963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001916086,0.1143854,0.02476719,0.02457915,0.001956598,0.00004689826,0.0006112765,0.0002605952,0.8314769],"genre_scores_gemma":[0.2570927,0.1324116,0.02354783,0.009426188,0.005402773,0.0004224484,0.001925362,0.0004199327,0.5693512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03928389,"threshold_uncertainty_score":0.1314178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719301045150439,"score_gpt":0.2921151044203262,"score_spread":0.2549220939688218,"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."}}