{"id":"W2913349045","doi":"10.1002/net.21873","title":"The Firefighter problem: Saving sets of vertices on cubic graphs","year":2019,"lang":"en","type":"article","venue":"Networks","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Saskatchewan","funders":"","keywords":"Combinatorics; Vertex (graph theory); Degree (music); Graph; Mathematics; Context (archaeology); Computer science; Independent set; Set (abstract data type); Discrete mathematics; Physics; Geography","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":[0.0005133022,0.0001026331,0.000121559,0.00005834548,0.0001500987,0.00008268799,0.001111591,0.00005457438,0.00001621927],"category_scores_gemma":[0.00001723577,0.00006499812,0.00006804811,0.0004690013,0.00008511321,0.0002469235,0.0002482249,0.000262337,0.00006116551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000156224,"about_ca_system_score_gemma":0.00001885806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004396834,"about_ca_topic_score_gemma":0.000009663016,"domain_scores_codex":[0.9987137,0.0001271915,0.0001748002,0.0002734588,0.000327331,0.0003834699],"domain_scores_gemma":[0.998403,0.0006218353,0.00008403858,0.0007720488,0.00006378719,0.00005535299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001189329,0.00008779542,0.009959433,0.00004083603,0.0000651614,0.000007978793,0.0005498619,0.03465993,0.0007992477,0.6994531,0.00238839,0.2518694],"study_design_scores_gemma":[0.001098745,0.0009402641,0.01973792,0.0004011345,0.0000116487,0.00001126653,0.00005644174,0.5325823,0.002344257,0.4222894,0.0199498,0.0005768357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8510976,0.003900012,0.0935903,0.002015706,0.002118922,0.001689589,0.000002449859,0.0003775931,0.04520778],"genre_scores_gemma":[0.9974126,0.00008612822,0.001909768,0.0001385746,0.00002514671,0.00001605294,6.42248e-7,0.000009956705,0.0004011735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4979223,"threshold_uncertainty_score":0.2650547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233706227086194,"score_gpt":0.2658854493953632,"score_spread":0.2535483871245012,"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."}}