{"id":"W7098479986","doi":"","title":"UxV Software Systems, An Applied Research Perspective","year":2005,"lang":"en","type":"article","venue":"","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Perspective (graphical); Scalability; Applied research; Section (typography); Robot","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006977431,0.0005723815,0.0004232139,0.002898699,0.001268518,0.009281057,0.001983994,0.002099461,0.007096147],"category_scores_gemma":[0.01018571,0.0005531742,0.000357864,0.005126452,0.004500757,0.007466316,0.001563125,0.002418063,0.001699458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005563051,"about_ca_system_score_gemma":0.005301223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0251586,"about_ca_topic_score_gemma":0.01030467,"domain_scores_codex":[0.995704,0.001867469,0.000291655,0.000322354,0.001544236,0.0002702533],"domain_scores_gemma":[0.9921916,0.003490698,0.0001646743,0.0008746498,0.002782721,0.0004956053],"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":[0.00002249826,0.00006290122,0.001551432,0.0004848179,0.0000172153,0.0001102885,0.001147947,0.004183118,0.001412343,0.7258942,0.02818221,0.2369311],"study_design_scores_gemma":[0.00002101816,0.000125027,0.001503059,0.0009341085,0.00001337876,0.0004137277,0.002147848,0.02202488,0.0014907,0.2494899,0.7218036,0.00003277614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01793167,0.1023097,0.5079094,0.06264982,0.002060157,0.0002469748,0.0008495296,0.002487384,0.3035553],"genre_scores_gemma":[0.3255073,0.1476618,0.4202236,0.008621158,0.003560505,0.0005097773,0.002526265,0.001266188,0.09012345],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0251586,"threshold_uncertainty_score":0.05002427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019694525565001,"score_gpt":0.3074342839512168,"score_spread":0.2054648313947167,"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."}}