{"id":"W2770881248","doi":"10.3389/fimmu.2017.01589","title":"Camelid Single-Domain Antibodies: Historical Perspective and Future Outlook","year":2017,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"National Research Council Canada; Ablynx","keywords":"Single-domain antibody; Commercialization; Heavy chain; Engineering ethics; Medicine; Antibody; Political science; Engineering; Immunology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001758752,0.0001908269,0.0005463396,0.0002443283,0.000337082,0.00003712251,0.0002577493,0.0002374428,0.00006060071],"category_scores_gemma":[0.0001777603,0.0001602301,0.0000917713,0.00006202289,0.0006777554,0.0001094819,0.000214978,0.0005701113,0.00001779889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007228505,"about_ca_system_score_gemma":0.00009335807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009988809,"about_ca_topic_score_gemma":0.00007194126,"domain_scores_codex":[0.9986562,0.00007990663,0.0002262946,0.0003918391,0.0001831709,0.0004625957],"domain_scores_gemma":[0.9991617,0.00003692821,0.0000993002,0.0004869672,0.0001091553,0.0001059987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004752886,0.0007624645,0.7948422,0.0001600204,0.0008039082,0.001722344,0.007089028,2.011217e-7,0.01776266,0.0126548,0.08194263,0.07750685],"study_design_scores_gemma":[0.002615126,0.000903896,0.3620963,0.0000719538,0.00003755603,0.0003524312,0.006582168,0.00002955324,0.00056279,0.006444303,0.6200086,0.0002953391],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8603192,0.04884348,0.0002471333,0.05043678,0.003879828,0.0004335318,0.0000155233,0.00004852406,0.03577603],"genre_scores_gemma":[0.9147834,0.01628587,0.02861517,0.0009052946,0.002604962,0.00005476238,0.00003215739,0.00008449013,0.03663387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.538066,"threshold_uncertainty_score":0.6533993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903602472190452,"score_gpt":0.2910771873948219,"score_spread":0.2720411626729173,"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."}}