{"id":"W2766146767","doi":"10.1177/0968533217736561","title":"The challenge of human challenge research models: A Canadian perspective","year":2017,"lang":"en","type":"article","venue":"Medical Law International","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Harm; Research ethics; Fiduciary; Vulnerability (computing); Perspective (graphical); Informed consent; Political science; Public relations; Common Rule; Engineering ethics; Psychology; Medicine; Law; Alternative medicine; Psychiatry; Duty; Computer security","routes":{"ca_aff":true,"ca_fund":false,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001699093,0.0000788183,0.0001487852,0.0001383045,0.001351943,0.00008731102,0.0006794403,0.0001369453,0.001524575],"category_scores_gemma":[0.001048785,0.00005178416,0.00009550215,0.00004702359,0.001265814,0.0001242671,0.0002191166,0.000779812,0.00005957939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955547,"about_ca_system_score_gemma":0.0005943635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3805909,"about_ca_topic_score_gemma":0.5263121,"domain_scores_codex":[0.9974875,0.00008116508,0.0002137267,0.0002260801,0.001630318,0.0003611943],"domain_scores_gemma":[0.9977809,0.0001440352,0.00005174403,0.0004660521,0.001095566,0.0004616896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003917734,0.000151366,0.0001718433,0.000008165621,0.0001058967,0.0000875264,0.0003805715,4.512458e-7,0.00003138343,0.9927308,0.001611629,0.004681213],"study_design_scores_gemma":[0.004407423,0.002066266,0.01001037,0.0007225744,0.00003776778,0.0001380091,0.003185922,0.02219298,0.000572854,0.5154687,0.4408562,0.0003410295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009483275,0.0003424347,0.00002219961,0.1531295,0.000276441,0.0002012988,0.00001668474,0.00001180466,0.8365164],"genre_scores_gemma":[0.9950553,0.0005834794,0.00001189187,0.0001347191,0.0006474177,0.00004518543,0.000008827775,0.00001277378,0.003500385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.985572,"threshold_uncertainty_score":0.9999481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869842726008829,"score_gpt":0.4812024807304544,"score_spread":0.2942182081295716,"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."}}