{"id":"W4386778506","doi":"10.2979/vic.2022.a901279","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Victorian Studies","topic":"Political Theory and Influence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Sociology; History; Media studies; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005870295,0.00003430452,0.00006674304,0.00002275211,0.001469947,0.00001090813,0.0001009276,0.000008782079,0.0008247541],"category_scores_gemma":[0.000537633,0.00003354767,0.0000223709,0.000193556,0.0002234329,0.00008958524,0.00008532465,0.00007667809,0.0000689116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001494965,"about_ca_system_score_gemma":0.00003120076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003320698,"about_ca_topic_score_gemma":0.00001641521,"domain_scores_codex":[0.9992463,0.0002163288,0.00006761666,0.0001022459,0.0001940717,0.0001734207],"domain_scores_gemma":[0.9997388,0.00008961117,0.00001885288,0.00007454844,0.00004111911,0.00003706443],"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":[0.000005223894,0.00001109373,0.0001371359,0.000001803646,0.00001631501,0.000001091189,0.02087309,0.000004731065,0.00004867483,0.9678355,0.0106657,0.0003996776],"study_design_scores_gemma":[0.00003318704,0.00003077987,0.000113691,6.111675e-7,0.000003845319,2.789852e-7,0.02152679,1.67264e-7,0.00003521596,0.05803696,0.9201765,0.00004194948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1771908,0.00407737,0.00003675844,0.05255503,0.0230355,0.0003356179,0.00002205062,0.0004691691,0.7422777],"genre_scores_gemma":[0.9884392,0.0001174841,0.00002611652,0.0003088968,0.003998348,0.00003529431,4.795137e-7,0.000002660816,0.007071525],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9097985,"threshold_uncertainty_score":0.99983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179459353597611,"score_gpt":0.3673395619807405,"score_spread":0.3255449684447644,"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."}}