{"id":"W4405532637","doi":"10.1017/9781788216524.002","title":"The problem of firepower","year":2023,"lang":"en","type":"other","venue":"","topic":"Military History and Strategy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Firepower; Computer science; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004597932,0.0007057213,0.0005244376,0.0009612367,0.008648339,0.008267718,0.001758397,0.006387307,0.02498628],"category_scores_gemma":[0.01107584,0.0003998028,0.0006017399,0.001061867,0.02295286,0.01425832,0.006108434,0.0106251,0.004273174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005528017,"about_ca_system_score_gemma":0.005736066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293613,"about_ca_topic_score_gemma":0.01099323,"domain_scores_codex":[0.9963328,0.001319069,0.0001181505,0.0005326227,0.0008412664,0.0008560523],"domain_scores_gemma":[0.9973357,0.001071464,0.0001493353,0.0003974937,0.0005773322,0.0004685734],"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":[0.00001716086,0.0000132423,0.0003826447,0.00003809394,0.000007429613,0.00009026562,0.002987719,0.0001154165,0.00003069151,0.8859457,0.0838827,0.0264889],"study_design_scores_gemma":[0.00001261688,0.00001293062,0.0003378911,0.000264332,0.000004704879,0.0002216687,0.003457242,0.0001625567,0.00008522138,0.2681762,0.7272513,0.00001336056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008797989,0.0224747,0.008743566,0.2443987,0.008054343,0.00003920498,0.0001487854,0.0001147225,0.707228],"genre_scores_gemma":[0.5583784,0.01945119,0.004039303,0.09589132,0.00826679,0.0002399248,0.0002589908,0.0003759027,0.3130981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02498628,"threshold_uncertainty_score":0.08358747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952208192200657,"score_gpt":0.294220447602462,"score_spread":0.2746983656804555,"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."}}