{"id":"W4410970553","doi":"10.3390/agronomy15061354","title":"How the Functional Constitution of Plant Communities in Field Margins Affects Wild Bee Community Composition and Functional Structure","year":2025,"lang":"en","type":"article","venue":"Agronomy","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"European Regional Development Fund; Natural Sciences and Engineering Research Council of Canada; Ministerio de Economía y Competitividad","keywords":"Composition (language); Plant community; Constitution; Field (mathematics); Ecology; Biology; Geography; Botany; Political science; Ecological succession; Linguistics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003099505,0.0001152118,0.0001401392,0.0004098421,0.0002558159,0.0004661733,0.0001661305,0.0002062257,0.0008996286],"category_scores_gemma":[0.0006409942,0.00009900203,0.0001190299,0.0001962474,0.0003633075,0.0004125933,0.0002508563,0.0001337627,0.0001370347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002450487,"about_ca_system_score_gemma":0.0001077216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002577305,"about_ca_topic_score_gemma":0.009165279,"domain_scores_codex":[0.9998211,0.00006356303,0.000006561661,0.00006533242,0.00001444824,0.00002901202],"domain_scores_gemma":[0.9994977,0.0001349888,0.0001858623,0.00004083818,0.00004420797,0.00009644707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001934777,0.0001147733,0.942259,0.00003789765,0.0000644472,0.0001194742,0.001230527,0.000140113,0.04740311,0.00009883907,0.00009906339,0.008239174],"study_design_scores_gemma":[6.282704e-7,0.0000352334,0.999431,0.000001363216,0.000003209749,0.00002031995,0.0002370102,0.00008119342,0.0001119516,0.00002106536,0.00005615941,9.425646e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997206,0.00004896129,0.0000641459,0.000005302863,4.485757e-7,0.000001931867,0.00003032654,9.820262e-7,0.0001271975],"genre_scores_gemma":[0.9997664,0.00002206783,0.00008777854,0.000007366286,8.592564e-7,0.000002130944,0.00004083903,7.927378e-7,0.00007172534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002577305,"threshold_uncertainty_score":0.005124629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03420484496651514,"score_gpt":0.1868352049279275,"score_spread":0.1526303599614123,"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."}}