{"id":"W2937604738","doi":"10.1038/s41477-019-0395-y","title":"Considering weed management as a social dilemma bridges individual and collective interests","year":2019,"lang":"en","type":"review","venue":"Nature Plants","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Government of Western Australia; University of Alberta; New Mexico State University; Montana State University","keywords":"Dilemma; Weed control; Weed; Social dilemma; Environmental resource management; Ecology; Biology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001742443,0.0004350352,0.001201982,0.00004077675,0.000217142,0.0001889062,0.0004465056,0.001088291,0.000163634],"category_scores_gemma":[0.0001099771,0.000149366,0.0002649469,0.0001864338,0.0001170067,0.0000611119,0.0004474887,0.001008867,0.0001039637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008367701,"about_ca_system_score_gemma":0.00002415784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003100556,"about_ca_topic_score_gemma":0.0001668584,"domain_scores_codex":[0.9982092,0.0001932196,0.000317,0.0006117323,0.0002888386,0.0003799895],"domain_scores_gemma":[0.9987667,0.0007680453,0.0002805438,0.00005264534,0.00004810769,0.00008402106],"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":[0.00003241332,0.00002705068,0.0000323195,0.0006953668,0.0003334413,0.00007974623,0.00002110206,7.268091e-9,0.00002107162,0.0006206472,0.004698964,0.9934379],"study_design_scores_gemma":[0.0001848788,0.0001678061,0.01153122,0.001746228,0.0002571007,0.00008701454,0.00009259858,1.736294e-7,0.00000336095,0.0002700777,0.9852512,0.0004083158],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007059069,0.9854338,5.852916e-8,0.000203074,0.0003459362,0.001246556,0.0009808174,0.00007033862,0.004660377],"genre_scores_gemma":[0.01165376,0.9853647,0.00002759952,0.0005407519,0.0005904453,0.0001022975,0.0005161384,0.000003587802,0.00120071],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9930295,"threshold_uncertainty_score":0.83939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0848578775253448,"score_gpt":0.3073539250278561,"score_spread":0.2224960475025113,"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."}}