{"id":"W4306946622","doi":"10.3389/fimmu.2022.991931","title":"Trends in industrialization and commercialization of IgY technology","year":2022,"lang":"en","type":"review","venue":"Frontiers in Immunology","topic":"Animal health and immunology","field":"Veterinary","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Natural Science Foundation of China","keywords":"Commercialization; Human medicine; Biotechnology; Industrialisation; Business; Product (mathematics); Medicine; Marketing; Economics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002692753,0.0007107259,0.0004819055,0.004049531,0.0003102397,0.003310027,0.000934479,0.001179166,0.005389471],"category_scores_gemma":[0.003653453,0.0002646233,0.001000944,0.005055974,0.0007982867,0.002933956,0.0009918191,0.001917974,0.001970408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178522,"about_ca_system_score_gemma":0.003047059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001994647,"about_ca_topic_score_gemma":0.001485299,"domain_scores_codex":[0.9980547,0.0002230782,0.0002487812,0.0004515065,0.0007831351,0.0002387721],"domain_scores_gemma":[0.9965061,0.001145438,0.0007623834,0.0001198056,0.001255727,0.0002105021],"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":[0.0003003177,0.0001480865,0.007271772,0.0191871,0.0001394246,0.00116115,0.0005263903,0.0008892867,0.0189624,0.04174166,0.01794085,0.8917316],"study_design_scores_gemma":[0.00002138504,0.0003757244,0.01217245,0.004663191,0.0001262688,0.001146012,0.0004775524,0.0003515353,0.0099502,0.005939881,0.964735,0.00004091451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02069764,0.931986,0.0043632,0.003892128,0.0006533828,0.00007939331,0.0006757905,0.0001339878,0.0375184],"genre_scores_gemma":[0.06840015,0.9156192,0.006438285,0.002077286,0.0005873126,0.00008189565,0.001385918,0.00006693799,0.005343097],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005389471,"threshold_uncertainty_score":0.01802963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168030674974647,"score_gpt":0.3860590764808695,"score_spread":0.2692560089834047,"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."}}