{"id":"W4390043612","doi":"10.26786/1920-7603(2023)750","title":"A practitioner’s perspective on what we know about safeguarding pollinators on farmland","year":2023,"lang":"en","type":"article","venue":"Journal of Pollination Ecology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollinator; Safeguarding; Perspective (graphical); Agriculture; Habitat; Agroforestry; Environmental planning; Pollination; Business; Ecology; Natural resource economics; Environmental resource management; Geography; Biology; Economics","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":[0.03460522,0.0007426182,0.00176409,0.003466412,0.004416084,0.01116785,0.002456234,0.01615802,0.01051499],"category_scores_gemma":[0.0922313,0.000598537,0.001109293,0.00556823,0.009481857,0.01587764,0.006221316,0.01734431,0.003180648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00617385,"about_ca_system_score_gemma":0.02216577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01481492,"about_ca_topic_score_gemma":0.02471914,"domain_scores_codex":[0.982908,0.01002432,0.001698211,0.001064781,0.002655093,0.00164973],"domain_scores_gemma":[0.8483017,0.1111836,0.004872315,0.002269171,0.02510669,0.008266412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001300065,0.0001980264,0.005663077,0.01427178,0.00009918721,0.004976069,0.06611811,0.001104917,0.001426541,0.06556766,0.5236045,0.3168401],"study_design_scores_gemma":[0.00002049947,0.0001633914,0.002677289,0.02251205,0.00005213813,0.002710735,0.09310748,0.0002657961,0.0001905847,0.05180423,0.8264103,0.00008560473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001333702,0.0619646,0.001796627,0.9261389,0.003599107,0.00001879386,0.000065762,0.00002381912,0.005058596],"genre_scores_gemma":[0.08371641,0.2925279,0.01050884,0.5958416,0.008608755,0.0001878884,0.0001772852,0.00008235537,0.008349082],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03460522,"threshold_uncertainty_score":0.1830121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728413755065038,"score_gpt":0.2797199994133837,"score_spread":0.2424358618627333,"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."}}