{"id":"W4405363370","doi":"10.5325/jmodeperistud.15.2.0233","title":"The Edinburgh Companion to First World War Periodicals","year":2024,"lang":"en","type":"article","venue":"The Journal of Modern Periodical Studies","topic":"World Wars: History, Literature, and Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; First world war; Ancient history","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":[0.003161065,0.000192617,0.0003848138,0.00011943,0.004755415,0.0006081617,0.0007424791,0.00005700153,0.0001477345],"category_scores_gemma":[0.0009351919,0.00009034624,0.0002557778,0.0005480614,0.001771194,0.0002402078,0.0001294581,0.0006461438,0.00003710575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004689733,"about_ca_system_score_gemma":0.0003676529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001208556,"about_ca_topic_score_gemma":0.002428216,"domain_scores_codex":[0.9973942,0.0003624792,0.000529161,0.000150115,0.001078197,0.0004858244],"domain_scores_gemma":[0.997862,0.001252388,0.0001396861,0.0001969198,0.0002486938,0.0003003264],"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":[0.0001541163,0.00005519184,0.0003746939,0.00001972735,0.000319265,0.00003337091,0.3660145,0.0001117816,0.0000638603,0.001868401,0.6091102,0.02187488],"study_design_scores_gemma":[0.0001194998,0.0001443961,0.0007397184,0.0002679436,0.00008899794,0.00001780279,0.009821805,0.0001270088,0.000007807861,0.003435825,0.9850971,0.0001321322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3438439,0.3952625,0.0004816684,0.2421303,0.006877872,0.0005018637,0.00001783233,0.0001241275,0.01075996],"genre_scores_gemma":[0.980093,0.008352505,0.00005235983,0.001037841,0.002413147,0.000005658935,2.285881e-7,0.00001556789,0.008029715],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.636249,"threshold_uncertainty_score":0.9965402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949373034701981,"score_gpt":0.3387918687910926,"score_spread":0.2992981384440728,"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."}}