{"id":"W2945590133","doi":"","title":"Understanding and controlling the basic building blocks : emerging research areas","year":2007,"lang":"en","type":"article","venue":"CSIR Science Scope","topic":"Structural Engineering and Materials Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Telecommunications; Architectural engineering; Regional science; Computer science; Engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003487712,0.0001074349,0.0001310933,0.000319722,0.0006716974,0.0002999726,0.0003132443,0.00003270363,0.00001780999],"category_scores_gemma":[0.0001943163,0.0000758084,0.00002552293,0.001182205,0.0003504959,0.0002210906,0.00008233389,0.0001973618,0.000002442254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761774,"about_ca_system_score_gemma":0.00002387126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003244699,"about_ca_topic_score_gemma":0.00001278926,"domain_scores_codex":[0.9985809,0.0000138452,0.0001716829,0.0002230946,0.0004220507,0.0005883717],"domain_scores_gemma":[0.9994015,0.0001868549,0.00001643089,0.0002093296,0.00006348986,0.000122465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009523891,0.000002440522,0.0003188859,0.00004836524,0.00003347554,0.00001386063,0.001036057,0.1112785,0.8638197,0.01338772,0.0001431252,0.009908419],"study_design_scores_gemma":[0.000808769,0.00006421837,0.006507165,0.0004038747,0.00006532587,0.00008036425,0.005724429,0.6344247,0.340932,0.007321197,0.002834308,0.0008335232],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232035,0.0009392179,0.07227422,0.000113966,0.0005491994,0.000102922,7.862561e-7,0.0001510691,0.002665089],"genre_scores_gemma":[0.9988713,0.000106111,0.0008357663,0.00001316414,0.0001317041,0.000002682342,1.973182e-7,0.00001307102,0.00002595408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5231463,"threshold_uncertainty_score":0.5166221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07384079250665226,"score_gpt":0.3148598255628158,"score_spread":0.2410190330561635,"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."}}