{"id":"W4412778025","doi":"10.1016/j.afres.2025.101223","title":"Multidimensional assessment of nutritional composition, contaminants and biological properties of bee pollen","year":2025,"lang":"en","type":"article","venue":"Applied Food Research","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Sherbrooke","funders":"Liber Ero Foundation","keywords":"Pollen; Bee pollen; Contamination; Composition (language); Environmental chemistry; Environmental science; Biology; Chemistry; Ecology","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":[0.0008457503,0.00007357998,0.0001964261,0.00005867586,0.0002248529,0.00001332609,0.0001567065,0.0001004326,0.0001514155],"category_scores_gemma":[0.00003916808,0.00002804761,0.00003581127,0.0003840979,0.0005117918,0.00002172232,0.0002114328,0.0002195361,0.000002246762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002011596,"about_ca_system_score_gemma":0.00005565135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00012452,"about_ca_topic_score_gemma":0.00003462404,"domain_scores_codex":[0.9986754,0.0001689604,0.0002232624,0.0002043101,0.000470592,0.000257455],"domain_scores_gemma":[0.9989242,0.0006011421,0.00003331777,0.00003730159,0.0003505556,0.00005349491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001625153,0.0002688161,0.007330474,0.00005516874,0.00002710948,6.401792e-7,0.00002163426,4.686152e-7,0.9366219,0.05200124,0.00009229576,0.003417749],"study_design_scores_gemma":[0.0005307638,0.0008917939,0.5614458,0.0001309174,0.000004321816,0.00000206148,0.0004193195,0.00008958906,0.432422,0.003691427,0.0002865749,0.00008545506],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953324,0.000362653,0.000004338856,0.0006468259,0.0000108833,0.0004181455,0.0000559605,0.00000770819,0.003161051],"genre_scores_gemma":[0.9994649,0.0001221266,0.0002247899,0.00002045961,0.00003205769,0.00005826887,0.00003003711,4.892418e-7,0.00004690856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5541153,"threshold_uncertainty_score":0.1885718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11180133930755,"score_gpt":0.3521989135710704,"score_spread":0.2403975742635204,"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."}}