{"id":"W4294872841","doi":"10.1515/9781800733879-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"Berghahn Books","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004171625,0.0002871493,0.000358157,0.0001192714,0.0005916707,0.00005714426,0.0004953377,0.0003718461,0.08805896],"category_scores_gemma":[0.00003052053,0.0003140434,0.0002613521,0.00001571146,0.0003125056,0.00006926331,0.0001625175,0.0005663866,0.003220287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002401561,"about_ca_system_score_gemma":0.0005706967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006177138,"about_ca_topic_score_gemma":0.001446529,"domain_scores_codex":[0.9979312,0.00005488255,0.0002877061,0.0004470181,0.0008372494,0.0004419676],"domain_scores_gemma":[0.9989907,0.0000975937,0.0001788214,0.0004167965,0.00005212928,0.0002639971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006971155,0.00000895191,0.0000157018,0.00001192722,0.00005223935,0.00005870842,0.01438344,1.78701e-7,0.000003574902,0.4382862,0.5408564,0.006315771],"study_design_scores_gemma":[0.0001456083,0.00002792631,0.00001618301,0.00002209531,0.00006306037,0.000002570809,0.001589855,1.0271e-7,0.000003751498,0.0235521,0.9742206,0.0003561797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002486505,0.0008620879,0.000008111034,0.001024189,0.002380942,0.0003389405,0.00005504256,0.0001607126,0.9951451],"genre_scores_gemma":[0.001658481,0.0001596735,0.00007820436,0.001968253,0.001548999,0.00004034044,0.00005667569,0.00007489503,0.9944144],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4333642,"threshold_uncertainty_score":0.9999312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04202555019416621,"score_gpt":0.276469750049301,"score_spread":0.2344441998551348,"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."}}