{"id":"W1983560893","doi":"10.1177/0095327x07307002","title":"Book Review: Pinch, Franklin C., Allister T. MacIntyre, Phyllis Browne, and Alan C. Okros, eds. (2006). Challenge and Change in the Military: Gender and Diversity Issues. Kingston, Ontario, Canada: Canadian Defence Academy Press","year":2007,"lang":"en","type":"article","venue":"Armed Forces & Society","topic":"Gender, Security, and Conflict","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Sociology; Political science; Environmental ethics; Anthropology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001255716,0.0002505997,0.0003094916,0.00002942789,0.001165653,0.00005183111,0.0004108476,0.0002460762,0.0001468337],"category_scores_gemma":[0.00002895616,0.000215946,0.00007648885,0.0001450873,0.0005245404,0.0003584467,0.0002138054,0.0004924258,7.913642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003830617,"about_ca_system_score_gemma":0.0003476549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9986504,"about_ca_topic_score_gemma":0.9996282,"domain_scores_codex":[0.9977416,0.0001432847,0.0002570167,0.0004986174,0.0005435774,0.0008158814],"domain_scores_gemma":[0.9991335,0.0001159979,0.00008390386,0.0001813733,0.00006194649,0.0004232505],"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":[0.00001109417,0.00002888677,0.0896043,0.0003518826,0.00007284119,0.00002338695,0.6439161,2.059236e-7,0.000001245791,0.000693134,0.2624141,0.002882825],"study_design_scores_gemma":[0.000250413,0.00001794114,0.2506186,0.0000687111,0.00005155742,0.000003421073,0.0113374,0.000009568786,0.000001693037,0.000145671,0.7372658,0.0002292792],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1524428,0.8286259,0.00000212712,0.01296028,0.0001440841,0.001119406,0.00005953043,0.00002416029,0.004621717],"genre_scores_gemma":[0.6223727,0.3297146,0.00003193273,0.04667392,0.0002023118,0.00002756395,0.00001448027,0.00001174918,0.0009507483],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6325787,"threshold_uncertainty_score":0.8965377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043023821493372,"score_gpt":0.2798406617762627,"score_spread":0.239410423561329,"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."}}