{"id":"W7125357587","doi":"","title":"FUEL TREATMENT EFFECTIVENESS IN THE MESIC NORTHERN ROCKY MOUNTAINS","year":2025,"lang":"","type":"dissertation","venue":"The Mathematics Enthusiast","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transferability; Climate change; Elevation (ballistics); Prescribed burn; Snow; Hydrology (agriculture); Vegetation (pathology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002938232,0.001265928,0.0012891,0.0002296626,0.0006936419,0.0003547014,0.002464192,0.0003686138,0.0004316062],"category_scores_gemma":[0.000265748,0.0006985368,0.0005365994,0.001328257,0.0002394866,0.0001890613,0.000246511,0.000732372,0.001884096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401569,"about_ca_system_score_gemma":0.0001839356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004348053,"about_ca_topic_score_gemma":0.07310978,"domain_scores_codex":[0.9934274,0.001850148,0.0012757,0.001009469,0.001433492,0.00100381],"domain_scores_gemma":[0.9929608,0.003772703,0.0008649216,0.002244407,0.0000468453,0.0001103333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000253878,0.004359392,0.001284344,0.00573992,0.00057319,0.0001235492,0.9565501,0.004732046,0.00174569,0.001511368,0.00007176078,0.02305482],"study_design_scores_gemma":[0.01354102,0.004834237,0.4244246,0.02232833,0.006717252,0.0005274504,0.2598968,0.2363116,0.0120448,0.006068225,0.005410428,0.007895166],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473004,0.0008455412,0.0003875379,0.0002114022,0.001130377,0.007785644,0.0001014761,0.00006356962,0.04217402],"genre_scores_gemma":[0.9947754,0.00028239,0.00007420968,0.00007365405,0.0001187666,0.001866193,0.0001600078,0.0001060438,0.00254331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6966532,"threshold_uncertainty_score":0.9995466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170221848878842,"score_gpt":0.2516340893371251,"score_spread":0.2399318708483367,"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."}}