{"id":"W4364353417","doi":"10.1093/clinchem/hvad035","title":"Lab Medicine in Space","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Space Agency","keywords":"Library science; Research center; Medicine; Computer science; Pathology","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":[0.0009393775,0.000117114,0.0004673786,0.00003863172,0.00001298471,0.000001854887,0.000106171,0.0003309798,0.000678374],"category_scores_gemma":[0.004287482,0.00008904002,0.00008368262,0.000455361,0.0002879398,0.00001141989,0.00007626433,0.0004890467,0.0006444327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000359298,"about_ca_system_score_gemma":0.00006670524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069671,"about_ca_topic_score_gemma":0.000002091251,"domain_scores_codex":[0.9987713,0.00004496746,0.0004201566,0.0003496701,0.0001372122,0.0002766975],"domain_scores_gemma":[0.9983598,0.0009300861,0.00006379865,0.00040299,0.00003861241,0.0002047366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002801773,0.0001720433,0.7974918,0.0002536373,0.0000430528,0.0008551741,0.00004477879,5.904639e-7,0.06881409,0.00009652757,0.1295755,0.002372623],"study_design_scores_gemma":[0.01198327,0.0007796284,0.6706917,0.0007263174,0.000102991,0.0001649634,0.0003303386,0.0005514314,0.06434365,0.0009381213,0.2489651,0.0004224581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295809,0.0001461622,0.000002106877,0.02790654,0.0002460914,0.0001226074,0.000001491142,0.0001951973,0.04179895],"genre_scores_gemma":[0.9828107,0.0002169943,0.00007477865,0.001230869,0.0009613482,0.00001488406,0.00005291727,0.00001968127,0.01461782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1268002,"threshold_uncertainty_score":0.8283094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06549333930210664,"score_gpt":0.4371807665064678,"score_spread":0.3716874272043611,"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."}}