{"id":"W4365385141","doi":"10.2139/ssrn.4415152","title":"Stand Stage Affects Native Bee Communities in Working Pine Forests","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Weyerhauser (Canada)","funders":"","keywords":"Stage (stratigraphy); Forestry; Agroforestry; Geography; Environmental science; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003439157,0.0001881096,0.0002397808,0.0005673381,0.0005941299,0.0008376346,0.0003265008,0.0003983501,0.002886302],"category_scores_gemma":[0.0008870862,0.0002074214,0.0002083451,0.0003169487,0.0006015243,0.0006459791,0.0005984982,0.0002961022,0.0003787988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605499,"about_ca_system_score_gemma":0.0002170151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005434453,"about_ca_topic_score_gemma":0.02522878,"domain_scores_codex":[0.9998054,0.00004870988,0.000009698427,0.00005310229,0.00002205257,0.0000611561],"domain_scores_gemma":[0.9985104,0.000427152,0.0003410912,0.00005983099,0.00008635602,0.0005751682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001002547,0.0002708641,0.9698071,0.00002691598,0.00010111,0.000357906,0.001298862,0.0001595935,0.0226372,0.0001209394,0.0001584823,0.00405833],"study_design_scores_gemma":[0.000003047936,0.00004265393,0.9992472,0.000001379633,0.000006185987,0.00003894418,0.0004323694,0.00006426612,0.00008496551,0.00004071798,0.00003668498,0.000001596334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999757,0.0000394933,0.00001339117,0.000005729926,0.000001042671,7.66133e-7,0.00002417596,7.472188e-7,0.0001576776],"genre_scores_gemma":[0.9997558,0.00001670917,0.00001213597,0.000006499056,0.000002538118,0.00000106193,0.00003876294,0.000001282477,0.0001653235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005434453,"threshold_uncertainty_score":0.01080567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07298375579075891,"score_gpt":0.2589171053226786,"score_spread":0.1859333495319197,"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."}}