{"id":"W1997271632","doi":"10.14214/sf.79","title":"Alternative silvicultural practices in irregular boreal forests: response of beetle assemblages","year":2011,"lang":"en","type":"article","venue":"Silva Fennica","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Clearcutting; Boreal; Taiga; Sustainable forest management; Snag; Coarse woody debris; Forestry; Ecology; Agroforestry; Abundance (ecology); Forest management; Silviculture; Geography; Biology; Habitat","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004184841,0.0001250251,0.0002126322,0.00002147748,0.0001284064,0.00001016947,0.000326327,0.0001154689,0.0002016498],"category_scores_gemma":[0.0005035803,0.00004851196,0.00008408691,0.0002381494,0.0002290046,0.000215387,0.0001645936,0.0001261776,0.00004111127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002535053,"about_ca_system_score_gemma":0.000009531862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002676412,"about_ca_topic_score_gemma":0.009437365,"domain_scores_codex":[0.9989526,0.0002052421,0.0002031625,0.0002523545,0.0001404623,0.0002462114],"domain_scores_gemma":[0.999032,0.0004690343,0.0002969821,0.00006098596,0.00009185603,0.00004911016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002215285,0.0004898671,0.9599537,0.00001118112,0.00008542565,0.00008760465,0.002131728,0.000001783583,0.03010884,0.0007846757,0.002432221,0.001697649],"study_design_scores_gemma":[0.0002103922,0.0006142216,0.9878862,0.00001539518,0.00001595983,0.000004437294,0.001750419,0.000007887272,0.007324335,0.0009727608,0.001075299,0.0001227111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961225,0.0001915067,1.219144e-7,0.0008987064,0.0001312529,0.0001582264,0.0000324923,0.00002614449,0.002439064],"genre_scores_gemma":[0.999433,0.00007356167,0.00009290876,0.00007791122,0.00004748419,0.00000865278,0.00001554379,5.087938e-7,0.0002503879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02793245,"threshold_uncertainty_score":0.5266271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05870006119087807,"score_gpt":0.2616451313887585,"score_spread":0.2029450701978804,"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."}}