{"id":"W4225291162","doi":"10.1098/rstb.2021.0165","title":"From science to society: implementing effective strategies to improve wild pollinator health","year":2022,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Pollinator; Ecosystem services; Context (archaeology); Ecology; Biodiversity; Environmental resource management; Environmental planning; Biology; Ecosystem; Geography; Pollination; Economics","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":[0.00404495,0.0008595629,0.001261505,0.002044628,0.000524188,0.002492098,0.0016316,0.003779234,0.003935721],"category_scores_gemma":[0.006201395,0.000252427,0.000666099,0.001816603,0.001587335,0.003804852,0.001877282,0.002861621,0.001300975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372484,"about_ca_system_score_gemma":0.004509208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002097866,"about_ca_topic_score_gemma":0.002294323,"domain_scores_codex":[0.9986879,0.0005594536,0.000122163,0.0001444943,0.0003584175,0.0001274584],"domain_scores_gemma":[0.9964883,0.002479044,0.000287208,0.0001046644,0.0004804841,0.0001602038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003410273,0.00008475078,0.0002418584,0.03825708,0.0001449491,0.0001349595,0.0005202356,0.000543188,0.000841164,0.03789541,0.03704304,0.8842593],"study_design_scores_gemma":[0.00001966881,0.00008743092,0.001011429,0.02780481,0.0001360647,0.0002650837,0.000598632,0.0001471756,0.0004166079,0.01630634,0.9531782,0.0000285503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002010421,0.9902217,0.000643929,0.005954271,0.0006704626,0.00001496797,0.00001770838,0.00002190924,0.002253929],"genre_scores_gemma":[0.004738341,0.9895761,0.001536923,0.002952227,0.0003997588,0.00004457468,0.0000281842,0.000006347897,0.0007174684],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00404495,"threshold_uncertainty_score":0.02139199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234884488727772,"score_gpt":0.3370164487878676,"score_spread":0.2135279999150904,"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."}}