{"id":"W4388579550","doi":"10.2139/ssrn.4624590","title":"How Can We Enhance Crops with Wildflowers to Increasepollination Services and Stop Bee Decline?","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":"University of Calgary; University of British Columbia Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Agroforestry; Business; Agricultural economics; Economics; 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":[0.000802225,0.0004470748,0.0002210317,0.0001989117,0.0006933867,0.001244806,0.0007672573,0.001074204,0.02340528],"category_scores_gemma":[0.001790688,0.00008306782,0.0002788334,0.000278423,0.0005786739,0.002638338,0.0007470317,0.0007669521,0.001935247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006576609,"about_ca_system_score_gemma":0.001488898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004033639,"about_ca_topic_score_gemma":0.009506888,"domain_scores_codex":[0.9998148,0.00004578485,0.000004009195,0.00004617136,0.00002817633,0.0000611358],"domain_scores_gemma":[0.9992926,0.0001486137,0.0001045912,0.00008165669,0.00009827074,0.0002741877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001611215,0.004744106,0.04517839,0.001230289,0.0003415543,0.0004512306,0.0009354808,0.002608325,0.1050915,0.02913417,0.06996906,0.7387046],"study_design_scores_gemma":[0.00065401,0.002635016,0.2820771,0.0008903791,0.0007123151,0.0008286615,0.007963671,0.006670405,0.05201804,0.1006933,0.5447221,0.0001349708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7382123,0.01095127,0.01945941,0.1475146,0.002498892,0.0001799727,0.001189748,0.001147443,0.07884634],"genre_scores_gemma":[0.9224577,0.008011477,0.02521706,0.01593282,0.0006119952,0.0002023158,0.0005125947,0.0001539618,0.0269001],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02340528,"threshold_uncertainty_score":0.07829845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716608852652337,"score_gpt":0.219301468836252,"score_spread":0.2021353803097286,"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."}}