{"id":"W1993028120","doi":"10.1139/x03-204","title":"Random location of fuel treatments in wildland community interfaces: a percolation approach","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Forest Research","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Joint Fire Science Program; U.S. Department of Agriculture","keywords":"Cluster analysis; Percolation (cognitive psychology); Sample (material); Hexagonal crystal system; Shortest path problem; Degree (music); Fraction (chemistry); Path length; Tree (set theory); Mathematics; Computer science; Statistics; Environmental science; Combinatorics; Biology; Physics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002042105,0.0003636155,0.0006780868,0.001442905,0.00087352,0.0008522568,0.001634849,0.0009382421,0.001731607],"category_scores_gemma":[0.01025439,0.0005156541,0.000946892,0.0006790953,0.001404062,0.001453482,0.0009774161,0.0007319807,0.00009903895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001701016,"about_ca_system_score_gemma":0.0007101565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006729593,"about_ca_topic_score_gemma":0.01142297,"domain_scores_codex":[0.9991065,0.0004916986,0.00002729621,0.0001903389,0.00008390802,0.0001002018],"domain_scores_gemma":[0.994042,0.0045698,0.0006421614,0.0002827131,0.0002441866,0.0002191081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000263717,0.0001674462,0.008752121,0.0000977902,0.00009697424,0.0002197256,0.0003121836,0.9184894,0.00428977,0.0509802,0.0004631689,0.01586742],"study_design_scores_gemma":[0.0000633308,0.00007236358,0.002142676,0.000007801475,0.00002844895,0.00005379149,0.0001052355,0.9734708,0.0006095758,0.02312707,0.0002985336,0.00002041159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6525534,0.0001606038,0.3443342,0.0002555685,0.00001247317,0.0002133197,0.0001457314,0.0002026541,0.00212224],"genre_scores_gemma":[0.9389687,0.00005518453,0.0597077,0.00003691445,0.000006447693,0.0001672477,0.00008774755,0.00003305955,0.0009370368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006729593,"threshold_uncertainty_score":0.01338089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03837886893064003,"score_gpt":0.2902768895655594,"score_spread":0.2518980206349194,"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."}}