{"id":"W7081546219","doi":"","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Research Publications (Maastricht University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Council on Foreign Relations","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008656617,0.00006474066,0.00006508798,0.001295741,0.0005698328,0.0001698665,0.001882887,0.00006593092,0.00007634794],"category_scores_gemma":[0.0006711065,0.0000715409,0.00003862558,0.01307041,0.0001031934,0.0006481655,0.001031231,0.000282552,0.001016741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008936669,"about_ca_system_score_gemma":0.0002750628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001753051,"about_ca_topic_score_gemma":0.000002432503,"domain_scores_codex":[0.9984719,0.0001582443,0.00007919491,0.0003792561,0.0004129319,0.0004985216],"domain_scores_gemma":[0.998005,0.0003143626,0.00002995088,0.0007727476,0.0006961797,0.0001817803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001898666,0.00005705246,0.001378718,0.00001224207,0.00001770348,0.00002898378,0.0001645307,0.0002628683,0.0008572853,0.7743752,0.2164447,0.006398839],"study_design_scores_gemma":[0.0001245385,0.00001721974,0.005324738,0.000003826147,0.000001132011,0.000003626778,0.0002184876,0.008157056,0.0003590483,0.003198773,0.9825136,0.00007796278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005354322,0.00002418515,0.07106609,0.0759366,0.00007770355,0.0003259268,0.000008139225,0.001745177,0.8454618],"genre_scores_gemma":[0.3991513,0.00008492349,0.003410388,0.00002662659,0.00005051135,0.000007831444,0.0000349509,0.00000302281,0.5972304],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7711765,"threshold_uncertainty_score":0.9997611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114545884471217,"score_gpt":0.3188707168081517,"score_spread":0.2043248323369347,"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."}}