{"id":"W4392107840","doi":"10.15173/m.v1i26.940","title":"Medbulletins","year":2014,"lang":"en","type":"article","venue":"The Meducator","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003580366,0.0000501704,0.00009250554,0.000008123151,0.000103047,0.000007886476,0.00006992665,0.00001510798,0.00119065],"category_scores_gemma":[0.0004485919,0.00002483064,0.00003557614,0.00005617783,0.00006585834,0.00001303828,0.00003170523,0.0001313222,0.0007768407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001115314,"about_ca_system_score_gemma":0.00002161958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002355565,"about_ca_topic_score_gemma":0.000001808733,"domain_scores_codex":[0.9995587,0.00005073897,0.00006720811,0.00007438619,0.0001149724,0.0001339984],"domain_scores_gemma":[0.9993711,0.0003200297,0.00002269038,0.000167563,0.00001910763,0.00009949395],"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":[0.00063595,0.0008583186,0.01887181,0.0001865475,0.0005289455,0.00001265735,0.005024185,8.521286e-7,0.009943262,0.0320057,0.6602409,0.2716908],"study_design_scores_gemma":[0.0002186393,0.00004901656,0.008884918,0.00000719878,0.00007750637,0.00002157218,0.0002383728,0.00002874078,0.001272822,0.0002500314,0.9889161,0.00003507122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5022433,0.001176988,0.00005260448,0.2846161,0.0006265506,0.0001774554,7.005868e-7,0.00005319055,0.2110532],"genre_scores_gemma":[0.9834227,0.0001330538,0.0001751596,0.01243672,0.0006466609,0.00001239838,6.565353e-7,0.000006893611,0.003165789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4811794,"threshold_uncertainty_score":0.9997224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05084814021456009,"score_gpt":0.3782758640499493,"score_spread":0.3274277238353892,"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."}}