{"id":"W3022319737","doi":"10.1111/icad.12419","title":"One‐size does not fit all: at‐risk bumble bee habitat management requires species‐specific local and landscape considerations","year":2020,"lang":"en","type":"article","venue":"Insect Conservation and Diversity","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ecology; Habitat; Biology; Overwintering; Pollinator; Threatened species; Species richness; Geography; Pollination; Pollen","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007755876,0.0001006175,0.0001387307,0.000006519985,0.0009333825,0.00007926293,0.00005622544,0.00004268843,0.0003497733],"category_scores_gemma":[0.00004522185,0.00004692605,0.00003272743,0.00007758615,0.0001271774,0.0001218268,0.0004005989,0.00006111504,0.00001562521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001260258,"about_ca_system_score_gemma":0.000001890068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003201101,"about_ca_topic_score_gemma":0.005570932,"domain_scores_codex":[0.9993318,0.00004004501,0.0001119153,0.0002455263,0.0001393508,0.0001313268],"domain_scores_gemma":[0.9994663,0.0003261559,0.00005727229,0.0000143518,0.0000417884,0.00009410499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002683152,0.00004993827,0.9405577,0.00002492498,0.00008712455,0.00002737799,0.0008423578,0.000001625015,0.02799678,0.002466943,0.02569905,0.001977869],"study_design_scores_gemma":[0.0002998302,0.0000981975,0.9780275,0.000007371911,0.0000300839,0.000001827864,0.0008094918,0.00007817765,0.0004636741,0.0004485774,0.01960352,0.0001317759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839267,0.000159805,0.000005674481,0.01414153,0.00002398692,0.000131725,0.0002140195,0.00005814582,0.001338445],"genre_scores_gemma":[0.9951561,0.001275359,0.0000835969,0.003114822,0.00005461847,0.000002140246,0.00001701475,4.75869e-7,0.0002958717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03746978,"threshold_uncertainty_score":0.7178918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124670689563168,"score_gpt":0.2045550972892052,"score_spread":0.07988440772603722,"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."}}