{"id":"W4389382032","doi":"10.1515/9781805391784-fm","title":"Frontmatter","year":2023,"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":"Computer science","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":[0.000412966,0.0002976064,0.0003733563,0.0001386375,0.0003328324,0.00007304647,0.0004187554,0.0006280506,0.006736756],"category_scores_gemma":[0.0000542678,0.0003081382,0.0002525098,0.0000202337,0.0003612789,0.00005417644,0.0001021989,0.000410071,0.0210468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188287,"about_ca_system_score_gemma":0.0004530298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004323028,"about_ca_topic_score_gemma":0.003165465,"domain_scores_codex":[0.9980342,0.00003274753,0.0002975359,0.0004437433,0.0007005094,0.0004912797],"domain_scores_gemma":[0.9989372,0.0001352683,0.0001542787,0.0003994223,0.00007998408,0.0002938863],"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":[0.000004396634,0.000004657313,0.00001496156,0.00001775884,0.00005780482,0.00006467408,0.0113424,9.67237e-8,0.000004269732,0.3221003,0.6597613,0.006627473],"study_design_scores_gemma":[0.0001262648,0.00001657755,0.00003987698,0.00007659917,0.00005913501,0.000001122991,0.001198795,1.727096e-7,0.00000618387,0.05386922,0.9442662,0.0003398327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002015799,0.000275619,0.00001365702,0.001000666,0.002863696,0.0003144214,0.00004152612,0.0003655209,0.9951047],"genre_scores_gemma":[0.0008809292,0.0001624762,0.00006332102,0.001106396,0.002272216,0.00002306178,0.00004080267,0.000105819,0.995345],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.284505,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06235957083163771,"score_gpt":0.2917163553762096,"score_spread":0.2293567845445719,"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."}}