{"id":"W2557828282","doi":"10.1371/journal.pone.0164764","title":"The Bees among Us: Modelling Occupancy of Solitary Bees","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University; The Scarborough Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Occupancy; Biology; Megachilidae; Abundance (ecology); Ecology; Apoidea; Hymenoptera; Pollination; Pollen; Pollinator","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":[0.0008687273,0.0003639792,0.000451571,0.0005078788,0.0003072438,0.0009003193,0.00122206,0.0009033112,0.0010244],"category_scores_gemma":[0.002981642,0.0004460636,0.0009181817,0.0005269623,0.0003974998,0.0007613468,0.0006456099,0.0005115816,0.0002037043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005751846,"about_ca_system_score_gemma":0.0004316714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02917261,"about_ca_topic_score_gemma":0.02082193,"domain_scores_codex":[0.9996468,0.0001669323,0.00001796064,0.00009588803,0.00002665557,0.00004570775],"domain_scores_gemma":[0.9985723,0.001042846,0.0001500261,0.00009321627,0.00005657531,0.00008509069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002083847,0.0000664238,0.06860921,0.00005284446,0.0001538194,0.00008742893,0.0003833456,0.9173054,0.0008254392,0.002073883,0.0003640852,0.009869798],"study_design_scores_gemma":[0.000005647148,0.00002580067,0.005885222,0.000005263003,0.00001206284,0.00002677345,0.00004346506,0.9930352,0.00007762908,0.0006553191,0.0002198057,0.00000789897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504098,0.0002988443,0.04681478,0.000207108,0.000021484,0.00003072655,0.0005752304,0.0001863451,0.001455586],"genre_scores_gemma":[0.9898158,0.00007201068,0.009196686,0.00002208767,0.00001134528,0.00004494837,0.0003301598,0.00002240227,0.0004845631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02917261,"threshold_uncertainty_score":0.05800557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079327803332067,"score_gpt":0.185705066667471,"score_spread":0.07777228633426429,"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."}}