{"id":"W2310099004","doi":"","title":"An Awkward Tango: Pairing Traditional Military Planning to Design and Why It Currently Fails to Work","year":2015,"lang":"en","type":"article","venue":"Journal of military and strategic studies","topic":"Military History and Strategy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Doctrine; Dance; Work (physics); Process (computing); Military doctrine; Sociology; Political science; Engineering ethics; Public relations; Management science; Computer science; Law; Engineering; Visual arts","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0405344,0.001049071,0.001014562,0.002590189,0.007430321,0.01689023,0.003076297,0.006265005,0.008978671],"category_scores_gemma":[0.05679909,0.0008777546,0.0006237294,0.002122513,0.06057122,0.02597552,0.007649102,0.01064949,0.002662779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009534456,"about_ca_system_score_gemma":0.01228012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007341915,"about_ca_topic_score_gemma":0.006994009,"domain_scores_codex":[0.9671932,0.02101607,0.001121162,0.002272798,0.006597726,0.001798998],"domain_scores_gemma":[0.9605941,0.02444191,0.001684304,0.004605417,0.00616012,0.00251406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009380808,0.0001216693,0.002143187,0.0005824273,0.00002759983,0.0002706153,0.02861345,0.00139616,0.0003686202,0.8324501,0.04286626,0.09106605],"study_design_scores_gemma":[0.00003523504,0.0001482107,0.0008619029,0.001639789,0.00001779206,0.0003189598,0.03482483,0.002070177,0.0004942775,0.6955938,0.263926,0.00006893168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03088367,0.0318809,0.1277069,0.6687747,0.005045235,0.0001707035,0.00007611033,0.0007696748,0.1346921],"genre_scores_gemma":[0.7980379,0.01511646,0.08459911,0.06760684,0.001884671,0.0004512907,0.0001036627,0.001141005,0.03105897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0405344,"threshold_uncertainty_score":0.2143689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2800411103820224,"score_gpt":0.3678637587025543,"score_spread":0.08782264832053194,"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."}}