{"id":"W3170828132","doi":"10.1039/d1lc00155h","title":"AbCellera's success is unprecedented: what have we learned?","year":2021,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Engineering; Aeronautics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0431902,0.001228576,0.001419104,0.001733582,0.004788952,0.01807111,0.003387603,0.00927694,0.013866],"category_scores_gemma":[0.03969735,0.0004222669,0.001178078,0.001896637,0.01046697,0.02088719,0.005281492,0.02224912,0.006889784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004608522,"about_ca_system_score_gemma":0.01655485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047556,"about_ca_topic_score_gemma":0.01972257,"domain_scores_codex":[0.9862549,0.003247095,0.0006464804,0.001465966,0.005409696,0.002975874],"domain_scores_gemma":[0.9243678,0.02519234,0.002488395,0.003149502,0.02190523,0.02289676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000176271,0.0002797101,0.005178909,0.001607526,0.0001082704,0.0006703428,0.00173349,0.0002610993,0.0009361292,0.04165813,0.6488446,0.2985456],"study_design_scores_gemma":[0.00002794514,0.0002828603,0.002947951,0.001790609,0.00004398103,0.0006899522,0.006194399,0.0002580047,0.001214056,0.02403724,0.962382,0.0001309676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003297018,0.06692344,0.002091203,0.8970519,0.01832358,0.00002789824,0.0001924308,0.0003107953,0.01178176],"genre_scores_gemma":[0.1032426,0.204716,0.01121732,0.6238436,0.02906279,0.0001495949,0.0008181197,0.0005950216,0.02635497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0431902,"threshold_uncertainty_score":0.2284143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05621447372134728,"score_gpt":0.3562825184059369,"score_spread":0.3000680446845896,"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."}}