{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"d5ff5e8144ae","filters":{"venue":"AIAA's 3rd Annual Aviation Technology, Integration, and Operations (ATIO) Forum"}},"results":[{"id":"W2312265362","doi":"10.2514/6.2003-6826","title":"Decision Modeling as Applied to Obsolescence","year":2003,"lang":"en","type":"article","venue":"AIAA's 3rd Annual Aviation Technology, Integration, and Operations (ATIO) Forum","topic":"Transportation Systems and Infrastructure","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Obsolescence; Computer science; Business","authors":[{"name":"James Green","is_ca":true},{"name":"David Darling","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005268216411714298,"gpt":0.2176479353384743,"spread":0.21237971892676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009921006,0.001195516,0.00164621,0.002459808,0.0009500473,0.004880357,0.001873544,0.001748088,0.006113566],"category_scores_gemma":[0.03238335,0.0008817221,0.001477628,0.003369133,0.001506902,0.003561301,0.001609627,0.00259302,0.0004243272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003337895,"about_ca_system_score_gemma":0.004137171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02356007,"about_ca_topic_score_gemma":0.01495781,"domain_scores_codex":[0.9948025,0.003690663,0.0002558278,0.0004309587,0.0005090675,0.0003110247],"domain_scores_gemma":[0.9702845,0.02656692,0.0008997254,0.0004957407,0.001246568,0.0005065376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009811635,0.0001017039,0.001756317,0.0001182518,0.0001084695,0.0001288783,0.0003179552,0.7516704,0.0001142645,0.2087097,0.001334997,0.03554095],"study_design_scores_gemma":[0.00001077576,0.00001637379,0.00009891953,0.00001371433,0.00001716289,0.00001059161,0.00005593721,0.9218884,0.00005405853,0.07674,0.001084568,0.000009576905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04117837,0.001328315,0.9424136,0.00206412,0.0002924996,0.0001640932,0.0002606895,0.0005364072,0.01176194],"genre_scores_gemma":[0.8059213,0.001678351,0.1846552,0.0002189332,0.00019986,0.0003458947,0.0003930292,0.000131723,0.006455697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02356007,"threshold_uncertainty_score":0.05246788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}