{"id":"W4412943379","doi":"10.1177/17506352251350329","title":"Visualizing War through Satellite Footage: Technological Capacity, Truth, and the View from Above","year":2025,"lang":"en","type":"article","venue":"Media War & Conflict","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Satellite; Remote sensing; Political science; Geography; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00209962,0.0001727664,0.0003927186,0.00004557424,0.0007502635,0.000108813,0.0005282334,0.0003391115,0.0001869199],"category_scores_gemma":[0.002536554,0.00011715,0.00008592,0.0005913794,0.001939141,0.0001809725,0.0001598403,0.0004646648,0.00005302518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008419319,"about_ca_system_score_gemma":0.0002004362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02123364,"about_ca_topic_score_gemma":0.004340725,"domain_scores_codex":[0.9975904,0.0007409356,0.0003317744,0.0003753886,0.0004297333,0.0005317937],"domain_scores_gemma":[0.9973707,0.002016434,0.00009349363,0.0002877028,0.00008211357,0.0001495731],"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":[0.00002569781,0.00003579828,0.0007455944,0.00002440072,0.00003796913,0.000005607668,0.06080236,6.144388e-8,0.00001146598,0.8730354,0.0009541435,0.06432153],"study_design_scores_gemma":[0.000627334,0.00001317736,0.001775458,0.00006220303,0.0000283616,6.995048e-7,0.009707971,0.00001343345,0.00006731388,0.06985449,0.9177236,0.0001259391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5557644,0.07744393,0.0006474656,0.129063,0.002698172,0.001642332,0.0001310039,0.0007334213,0.2318763],"genre_scores_gemma":[0.952607,0.04032111,0.0003213687,0.006238313,0.0003093765,0.00003835306,0.00001399539,0.000008111839,0.000142309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9167694,"threshold_uncertainty_score":0.985284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04907020313789333,"score_gpt":0.343635760276128,"score_spread":0.2945655571382347,"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."}}