{"id":"W4211072408","doi":"10.1007/978-3-030-60599-5_2","title":"Conceptual Frameworks","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociology; Epistemology; Ideology; Centrality; Social capital; Critical race theory; Legitimacy; Race (biology); Social science; Gender studies; Political science; Politics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005314356,0.0001430019,0.000203382,0.000009700874,0.0003058474,0.00005819164,0.0002334057,0.001167085,0.01055123],"category_scores_gemma":[0.00006460816,0.0001229973,0.0001570493,0.00002349008,0.0006093923,0.00005177684,0.00004561532,0.0007355493,0.001511619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007227362,"about_ca_system_score_gemma":0.0001325336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002508789,"about_ca_topic_score_gemma":0.001041807,"domain_scores_codex":[0.9991463,0.00001524393,0.0001268424,0.0002017193,0.0003481978,0.0001616956],"domain_scores_gemma":[0.9995618,0.00006039754,0.0000696901,0.00007122465,0.00007778953,0.0001590784],"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":[0.000001445624,0.000001141049,0.000001928913,9.200344e-7,0.00001847585,0.000004942563,0.005375469,1.052677e-7,2.278744e-7,0.9649948,0.02538286,0.004217655],"study_design_scores_gemma":[0.00002513784,0.000009841553,0.000001980736,0.00001304146,0.0000155568,7.049648e-8,0.00293636,0.00000151251,1.015184e-7,0.210482,0.7863554,0.0001589594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004580049,0.0001843512,0.00007383819,0.005513149,0.0005564505,0.000141491,0.00001443583,0.0002005498,0.9933112],"genre_scores_gemma":[0.002979551,0.0003166436,0.0001704589,0.003440101,0.001805977,0.000002242856,0.00002695233,0.00001828151,0.9912398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7609726,"threshold_uncertainty_score":0.9992658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0369455311940502,"score_gpt":0.2836398465581265,"score_spread":0.2466943153640763,"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."}}