{"id":"W2155635830","doi":"10.1007/978-3-642-28804-3_3","title":"Patterned Linear Maps","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in control and information sciences","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Artificial intelligence; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000223179,0.0001785308,0.0001914475,0.0002052905,0.00007940869,0.000072961,0.000157276,0.0002047643,0.00006791482],"category_scores_gemma":[0.00003663086,0.0001494444,0.00003333156,0.00005587297,0.0001081219,0.0007059826,0.00002031203,0.0002419039,0.0001053884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002897232,"about_ca_system_score_gemma":0.00002199751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002591056,"about_ca_topic_score_gemma":0.000045883,"domain_scores_codex":[0.9991682,0.000003832184,0.0003384068,0.00009618944,0.0002074478,0.0001859515],"domain_scores_gemma":[0.9995599,0.0001368663,0.00008028132,0.0001255523,0.00004714513,0.00005029343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008500447,0.000005051766,0.0003920755,0.0001686226,0.00003509823,3.438558e-7,0.001263427,0.3041798,0.00006387289,0.03749238,0.0002268576,0.6561641],"study_design_scores_gemma":[0.0006169034,0.00004923494,0.0003004603,0.000139076,0.00003478971,0.00000876772,0.000005027858,0.714819,0.00009655151,0.0440572,0.23928,0.0005929309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0002038759,0.00232243,0.8756121,0.000707489,0.0004124222,0.0004801565,0.0001487621,0.0002032129,0.1199096],"genre_scores_gemma":[0.9937275,0.0006882188,0.003702495,0.001278037,0.0002819687,0.00004450923,0.00008538023,0.00001726032,0.0001746091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9935237,"threshold_uncertainty_score":0.6094168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189928281201698,"score_gpt":0.2174044281824766,"score_spread":0.2055051453704596,"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."}}