{"id":"W7146118947","doi":"","title":"A Look Back to Past APC Editions: Successes, Unresolved Challenges and Future Directions","year":2025,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Military Institute","funders":"","keywords":"Aerospace; Perspective (graphical); Context (archaeology); Work (physics)","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":[0.04035402,0.0007377948,0.0007707356,0.0165047,0.003945212,0.026032,0.00327158,0.003016744,0.02891168],"category_scores_gemma":[0.1245281,0.0007324258,0.000883622,0.01976998,0.003351189,0.02433417,0.005014486,0.00568478,0.01233807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004510685,"about_ca_system_score_gemma":0.008600565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02104024,"about_ca_topic_score_gemma":0.02629768,"domain_scores_codex":[0.9819533,0.002065912,0.0014056,0.001331437,0.01215497,0.001088803],"domain_scores_gemma":[0.739742,0.03624751,0.01202377,0.02276341,0.1651565,0.02406684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002103881,0.0003007131,0.01611074,0.0007412778,0.0000565352,0.0005011534,0.00149849,0.0004069502,0.0009783955,0.008091674,0.6031127,0.3679909],"study_design_scores_gemma":[0.00003136101,0.0001594593,0.01901077,0.001289417,0.00006088827,0.0009452963,0.003650383,0.0008316906,0.001777323,0.003121013,0.9690101,0.0001122409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0893694,0.08002452,0.01365189,0.5167714,0.07734308,0.0003368244,0.01890475,0.01166439,0.1919338],"genre_scores_gemma":[0.428942,0.09802274,0.0661299,0.06756748,0.04074855,0.0002153621,0.03795209,0.01643657,0.2439853],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04035402,"threshold_uncertainty_score":0.213415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007898395322772348,"score_gpt":0.2275080879301161,"score_spread":0.2196096926073438,"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."}}