{"id":"W2558821993","doi":"","title":"Tactics and Experience of Battle in the Age of Napoleon, by Rory Muir.","year":2016,"lang":"en","type":"article","venue":"Journal of History","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Battle; Art; Sociology; History; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001639581,0.0000510425,0.0002025753,0.00003465628,0.0001247588,0.000003381548,0.00011421,0.00001816255,0.0002469104],"category_scores_gemma":[0.0000697334,0.00002310405,0.00008780932,0.00001620991,0.0004091304,0.0001047842,0.00001270021,0.00006932783,7.24227e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990481,"about_ca_system_score_gemma":0.00001278242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001898794,"about_ca_topic_score_gemma":0.0003556491,"domain_scores_codex":[0.9993761,0.00004394225,0.0002928895,0.00004259761,0.0001794649,0.0000650094],"domain_scores_gemma":[0.9994273,0.0001297714,0.0002703507,0.00005643542,0.00009614936,0.00002001266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004610322,0.0002035387,0.001308664,0.00003928854,0.00008728386,0.00003132399,0.7566435,4.242748e-7,0.00881792,0.004198568,0.2254863,0.003137041],"study_design_scores_gemma":[0.0001946576,0.0001207913,0.0004576926,0.00003011466,0.00003205192,0.000002978428,0.01384645,2.972851e-7,0.00004331362,0.0001705779,0.9850526,0.00004851185],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808123,0.01261716,0.00001666928,0.003711611,0.0003614798,0.00002259149,0.000004531159,0.000001412613,0.002452215],"genre_scores_gemma":[0.994073,0.001029198,0.00001632698,0.00009797951,0.0001012088,7.279574e-7,1.305227e-7,0.000002560444,0.0046789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7595662,"threshold_uncertainty_score":0.2703496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771855713201677,"score_gpt":0.2137902800388928,"score_spread":0.1860717229068761,"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."}}