{"id":"W4410259465","doi":"10.1007/978-3-031-83379-3_11","title":"Firepower: Geopolitical Cultures in the Anthropocene (2018)","year":2025,"lang":"en","type":"book-chapter","venue":"Pioneers in arts, humanities, science, engineering, practice","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Anthropocene; Geopolitics; Firepower; Geography; Environmental ethics; History; Political science; Archaeology; Philosophy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003147032,0.000444669,0.0004725224,0.0008402761,0.001463827,0.0004025133,0.00123926,0.0002519967,0.0002902857],"category_scores_gemma":[0.004028316,0.0003684572,0.0001229952,0.0004594513,0.003934546,0.0009362091,0.0002728957,0.0012263,0.00006557236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009483274,"about_ca_system_score_gemma":0.001087149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005082849,"about_ca_topic_score_gemma":0.001895987,"domain_scores_codex":[0.9960808,0.000093025,0.0006164744,0.0006581917,0.001478742,0.001072722],"domain_scores_gemma":[0.9975679,0.001340795,0.0002390023,0.0005327013,0.0001847962,0.0001348258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007270347,0.00004940016,0.00002154524,0.00003048555,0.00002357404,0.00006950119,0.01980456,0.00005226007,3.478983e-7,0.9555912,0.02421461,0.0001352353],"study_design_scores_gemma":[0.0001562729,0.00003336458,0.0002334669,0.0002400953,0.00005490471,0.00001669517,0.01403431,0.00006084018,0.000001390535,0.01169127,0.9730416,0.0004357694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002489212,0.002191307,0.00009777348,0.008656839,0.001551265,0.000518336,0.00002089132,0.0001160531,0.9868227],"genre_scores_gemma":[0.1816282,0.01559599,0.002600706,0.009136564,0.002854819,0.0002046742,0.00002642673,0.0001235269,0.787829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.948827,"threshold_uncertainty_score":0.9998767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840432979583051,"score_gpt":0.3281264670057227,"score_spread":0.2897221372098921,"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."}}