{"id":"W4409320313","doi":"10.1093/nsr/nwaf122","title":"Future scientific paradigms in the integration of materials, aerospace and information","year":2025,"lang":"en","type":"article","venue":"National Science Review","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Program of Shanghai Academic Research Leader; Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Aerospace; Perspective (graphical); Space (punctuation); Data science; Systems engineering; Computer science; Engineering ethics; Engineering management; Engineering; Aerospace engineering; Artificial intelligence","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":[0.01528248,0.0007435161,0.001033983,0.003194188,0.003224789,0.01069091,0.001885096,0.005004172,0.005682705],"category_scores_gemma":[0.006520201,0.0003745037,0.001153454,0.002551123,0.01584904,0.02039186,0.005152987,0.009657416,0.001648339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006777325,"about_ca_system_score_gemma":0.01849509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004135028,"about_ca_topic_score_gemma":0.006843214,"domain_scores_codex":[0.993578,0.001796893,0.0003454101,0.0005638156,0.003036287,0.000679635],"domain_scores_gemma":[0.991219,0.003788273,0.000777606,0.0008426922,0.002653422,0.0007189335],"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":[0.00001606018,0.00002842726,0.0001475882,0.0005937081,0.00001888763,0.00004919877,0.0004113823,0.0002015988,0.0003624998,0.9505588,0.01405692,0.03355496],"study_design_scores_gemma":[0.00001094528,0.00005184674,0.0003094831,0.0009436359,0.0000216412,0.0002228465,0.0009383314,0.0002655683,0.0003113134,0.4021301,0.5947696,0.00002472047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.003502339,0.4486495,0.02486842,0.3505802,0.01284983,0.0000715435,0.0001159512,0.0001617553,0.1592004],"genre_scores_gemma":[0.1563491,0.6438838,0.03607089,0.1194135,0.0132597,0.0003456898,0.0002249404,0.0001578628,0.03029442],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01528248,"threshold_uncertainty_score":0.08082247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631088480189211,"score_gpt":0.2863833535381695,"score_spread":0.2700724687362774,"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."}}