{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008728685,0.001066048,0.001000862,0.0000651865,0.002076422,0.0004014879,0.00080949,0.0003980499,0.0008880474],"category_scores_gemma":[0.00006343593,0.0004265545,0.0004135468,0.00006586618,0.0003762955,0.0001392633,0.0006780101,0.0009974279,0.000272489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059028,"about_ca_system_score_gemma":0.00001766448,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007760033,"about_ca_topic_score_gemma":0.03367919,"domain_scores_codex":[0.9959943,0.00008272805,0.0008812351,0.00143242,0.0006930789,0.0009162331],"domain_scores_gemma":[0.9985406,0.0003012023,0.0005099544,0.0002527369,0.0001516137,0.0002438859],"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":[0.0005634893,0.0009042438,0.002045541,0.0002661287,0.004229925,0.01855576,0.01376736,0.00001559776,0.2677886,0.1492344,0.02687008,0.5157589],"study_design_scores_gemma":[0.0006412534,0.001903878,0.001593115,0.0002915849,0.0006006776,0.001607109,0.001352952,0.000008041364,0.0003460619,0.003165259,0.9865227,0.001967385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7138673,0.001530448,0.000001015931,0.0009020643,0.0004494207,0.002014311,0.00025978,0.0002369186,0.2807387],"genre_scores_gemma":[0.8071029,0.00007347208,0.00007695256,0.0004435904,0.002085061,0.00009856738,0.00006505293,0.00002030949,0.1900341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9596526,"threshold_uncertainty_score":0.9998186,"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."}}