{"id":"W3113102531","doi":"10.21203/rs.3.rs-39342/v2","title":"A Consensus Time for Performing Quality Control of 225Ac-Labeled Radiopharmaceuticals","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Radiopharmaceutical Chemistry and Applications","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Control (management); Quality (philosophy); Medicine; Computer science; Philosophy; Artificial intelligence; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003781886,0.0003101411,0.001174679,0.0001547063,0.0002144791,0.00006049704,0.0003322008,0.0005304795,0.0009104476],"category_scores_gemma":[0.003874811,0.0002920268,0.0005397171,0.0003896468,0.0006062739,0.00002290142,0.0003170621,0.00203768,0.00003305898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002809265,"about_ca_system_score_gemma":0.001372072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002547906,"about_ca_topic_score_gemma":5.229042e-7,"domain_scores_codex":[0.9958592,0.0005107092,0.0009128964,0.0008081255,0.001112186,0.0007968509],"domain_scores_gemma":[0.9924301,0.003587997,0.0001922326,0.0010263,0.00211873,0.0006446631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002321312,0.001156087,0.001355665,0.01887453,0.0007861938,0.00007210186,0.0002285084,0.00008352022,0.9679406,0.0008494833,0.001846791,0.004485257],"study_design_scores_gemma":[0.01478163,0.0004823263,0.002217854,0.003710862,0.0009264779,0.0001248381,0.0008502472,0.05644955,0.9008827,0.00118043,0.01758232,0.000810791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763399,0.004896158,0.001280245,0.007743124,0.00009046626,0.005339147,0.001052348,0.000111076,0.00314757],"genre_scores_gemma":[0.9934348,0.0002508586,0.002122116,0.0001454515,0.0004695101,0.001103441,0.0004617201,0.00005558986,0.001956482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06705788,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1904051420526134,"score_gpt":0.5318907532838938,"score_spread":0.3414856112312804,"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."}}