{"id":"W4413074501","doi":"10.1007/s42974-025-00262-5","title":"Mapping co-occurrence dynamics between crops and honeybees under climate change in North America","year":2025,"lang":"en","type":"article","venue":"Community Ecology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; Rural Development Administration; National Research Foundation","keywords":"Animal ecology; Climate change; Geography; Plant ecology; Entomology; Ecology; Agroforestry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003721451,0.0001427764,0.0001819104,0.0009350245,0.0003881915,0.0004023239,0.0002284612,0.0002142601,0.0004556882],"category_scores_gemma":[0.000647817,0.0001338155,0.00036428,0.001263503,0.000239426,0.0003459082,0.0004695739,0.0001764902,0.00007587936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007022945,"about_ca_system_score_gemma":0.0004582681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1031442,"about_ca_topic_score_gemma":0.2328704,"domain_scores_codex":[0.9997677,0.00004719884,0.00001434775,0.00009192248,0.00004313195,0.00003569646],"domain_scores_gemma":[0.9994538,0.0001321408,0.0001955363,0.0000418686,0.0001112293,0.00006534286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004395761,0.00001926895,0.991155,0.00002659257,0.00007418375,0.00008294387,0.00050114,0.0008247258,0.00197756,0.00005331512,0.0003713173,0.004869998],"study_design_scores_gemma":[0.000001033132,0.000005952944,0.9978901,0.000003952339,0.000009548789,0.00002505408,0.0003630449,0.001335091,0.00005227789,0.00001684201,0.0002949112,0.000002275832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988427,0.0001118884,0.0001354609,0.00002921797,0.000001748307,0.000003665578,0.0005844781,0.000006318944,0.0002844159],"genre_scores_gemma":[0.9982011,0.0001392907,0.0005242864,0.00001795639,0.00000332392,0.00001757623,0.0009681993,0.000003281166,0.0001249701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8968558,"threshold_uncertainty_score":0.2050877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0936531504463472,"score_gpt":0.2790926585135609,"score_spread":0.1854395080672137,"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."}}