{"id":"W1593861337","doi":"","title":"Roman Military Service: Ideologies Of Discipline In The Late Republic And Early Principate","year":2008,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Principate; Ideology; Political science; Service (business); Ancient history; History; Law; Economy; Politics; Economics","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":[0.0007013397,0.0001053357,0.0002849137,0.0001150279,0.0007870356,0.0000115293,0.0004940181,0.00009064639,0.00003257849],"category_scores_gemma":[0.0002125979,0.00009499444,0.00008562845,0.0005989041,0.001820162,0.0004023708,0.0003932224,0.0001578141,0.000005704587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000527858,"about_ca_system_score_gemma":0.00007905961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01666426,"about_ca_topic_score_gemma":0.1321266,"domain_scores_codex":[0.9987541,0.0002267186,0.0001652338,0.0002049879,0.0003775218,0.0002714767],"domain_scores_gemma":[0.9991598,0.0002897542,0.00012252,0.0002290024,0.0001407301,0.00005823479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006778738,0.0001513058,0.4434696,0.00007166249,0.00006874042,0.00003747897,0.2258261,0.00002069817,0.00001144563,0.3296893,0.0005203225,0.00006558783],"study_design_scores_gemma":[0.0002140153,0.00004538783,0.4839401,0.00001165386,0.00001557869,0.000001115027,0.04337885,0.00001528905,1.687901e-7,0.4715302,0.0007764575,0.00007122206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98518,0.0003819909,0.00003071706,0.01114817,0.0000491512,0.0001934455,0.00001277074,0.00003771393,0.002966008],"genre_scores_gemma":[0.9972036,0.00039893,0.0001714291,0.00006242187,0.00002649694,3.970235e-7,0.000002511115,0.00000403573,0.002130142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1824472,"threshold_uncertainty_score":0.9898838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04194078184458701,"score_gpt":0.2741623525824216,"score_spread":0.2322215707378346,"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."}}