{"id":"W2169917765","doi":"10.1007/978-3-642-31745-3_10","title":"Fire Visualization Using Eigenfires","year":2012,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Visualization; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004327373,0.0004480284,0.0005024875,0.0005447896,0.000215285,0.0001164493,0.000901815,0.000219628,0.00004136909],"category_scores_gemma":[0.00005510085,0.0004753564,0.0001532259,0.0003479988,0.0002632819,0.0004290662,0.0008846413,0.0002848786,0.00003829328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002724802,"about_ca_system_score_gemma":0.0001414767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001504604,"about_ca_topic_score_gemma":0.000009656635,"domain_scores_codex":[0.997472,0.0000539478,0.0008434727,0.0006745036,0.0006224561,0.0003335798],"domain_scores_gemma":[0.9979785,0.0004256286,0.0004207365,0.0004331926,0.0006608309,0.00008108307],"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":[0.000001883118,0.0000314684,0.00004932882,0.00007956166,0.00007626505,0.00001237142,0.0009898307,0.007722776,3.881983e-7,0.9628063,0.0004085073,0.02782133],"study_design_scores_gemma":[0.00003126479,0.00004339738,0.00002068926,0.000440376,0.00001283929,0.00001996746,0.00002190872,0.4643896,0.000046334,0.5283175,0.006231469,0.0004246197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00002360727,0.01398157,0.9775323,0.00005739144,0.0009662948,0.0003380174,0.000009257331,0.0002743895,0.006817159],"genre_scores_gemma":[0.5493981,0.03694767,0.3801312,0.002539209,0.002277788,0.0001614561,0.0003229009,0.0004086475,0.02781303],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5974011,"threshold_uncertainty_score":0.9997698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1791872640997311,"score_gpt":0.4220850350282836,"score_spread":0.2428977709285525,"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."}}