{"id":"W4379805022","doi":"10.4182/zsgh5376.2003.127","title":"Chapter 8: Introducing the Alfalfa Leafcutting Bee, <i>Megachile rotundata</i> (F.) (Hymenoptera: Megachilidae), into Australia: A Case Study","year":2003,"lang":"en","type":"book-chapter","venue":"SPIE eBooks","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Megachilidae; Pollination; Biology; Pollinator; Beekeeping; Ecology; Pollen","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":[0.0003745706,0.0003230158,0.0001086266,0.0002954761,0.001180212,0.0008910173,0.0005294182,0.001381731,0.006090861],"category_scores_gemma":[0.0003515361,0.0001788336,0.000260533,0.0003092118,0.0003185822,0.0007654557,0.0005615817,0.0007669364,0.001774134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00118664,"about_ca_system_score_gemma":0.0007476966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009301199,"about_ca_topic_score_gemma":0.04050788,"domain_scores_codex":[0.9998518,0.00004662183,0.000007943058,0.00002450111,0.00004151677,0.00002752717],"domain_scores_gemma":[0.9999082,0.00002444545,0.00001209757,0.000002839558,0.0000213081,0.00003116867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0001447745,0.001756895,0.0159673,0.002678464,0.00002282845,0.01715564,0.05285248,0.001142994,0.02931936,0.01785772,0.3507532,0.5103483],"study_design_scores_gemma":[0.000009054345,0.0003514972,0.01222467,0.0006013735,0.000009705727,0.004694579,0.008742923,0.0004178089,0.002050299,0.0007024342,0.9701755,0.00002018223],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4289255,0.07810199,0.01219865,0.03362312,0.006424876,0.001931625,0.0003743846,0.0003909813,0.4380289],"genre_scores_gemma":[0.3617929,0.07673572,0.02752447,0.01199839,0.00137083,0.0004191664,0.0005226215,0.0001266083,0.5195094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009301199,"threshold_uncertainty_score":0.02037591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04995483454892941,"score_gpt":0.2368554490705156,"score_spread":0.1869006145215862,"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."}}