{"id":"W4411163240","doi":"10.22459/mhs.2025.09","title":"‘Everybody doing their thing’: coalition warfare in southern Afghanistan, 2006–10","year":2025,"lang":"en","type":"book-chapter","venue":"ANU Press eBooks","topic":"Politics and Conflicts in Afghanistan, Pakistan, and Middle East","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer security; Political science; History; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006079409,0.0005366929,0.0001825468,0.000851327,0.01121588,0.003317759,0.0005072204,0.001016283,0.00825408],"category_scores_gemma":[0.0005756969,0.0001879914,0.0001042335,0.002698629,0.002850291,0.002036563,0.001673015,0.002458951,0.001468641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008507979,"about_ca_system_score_gemma":0.01017649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1102319,"about_ca_topic_score_gemma":0.3592899,"domain_scores_codex":[0.9997812,0.00008702084,0.000006932982,0.00001915629,0.00004235782,0.00006339982],"domain_scores_gemma":[0.999828,0.00005096618,0.00001757101,0.000003751985,0.00002693932,0.00007284016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003290498,0.00008928019,0.002226692,0.0004616658,0.000004230944,0.0007417993,0.2882746,0.000139235,0.00029806,0.07552508,0.5012734,0.130933],"study_design_scores_gemma":[0.000002259558,0.00001298204,0.003115912,0.0002346713,9.956394e-7,0.0001605824,0.07476021,0.00001457127,0.0000428151,0.00156125,0.9200903,0.000003554651],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06287991,0.1915753,0.0002882187,0.1065381,0.00735448,0.00006489142,0.0001710199,0.00004335598,0.6310847],"genre_scores_gemma":[0.3417378,0.1146053,0.000601933,0.01317748,0.001824432,0.0001327009,0.0004352457,0.0000529182,0.5274323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1102319,"threshold_uncertainty_score":0.2191805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836186511744517,"score_gpt":0.2849333294744338,"score_spread":0.2465714643569886,"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."}}