{"id":"W4392116736","doi":"10.15173/m.v1i40.3250","title":"Dr. David Lysecki","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Medical History and Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer review; Medicine; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005200006,0.0000505718,0.000067129,0.00003475118,0.001433831,0.00002661795,0.0003782595,0.000006948218,0.1179525],"category_scores_gemma":[0.00004093874,0.00002931665,0.00004677044,0.00003128909,0.0003725891,0.00002594279,0.000123971,0.0003001084,0.0005606748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345793,"about_ca_system_score_gemma":0.0001374336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267641,"about_ca_topic_score_gemma":0.00003769804,"domain_scores_codex":[0.9991453,0.0001541888,0.00008608295,0.00009582611,0.0003427576,0.0001759017],"domain_scores_gemma":[0.999558,0.0001025518,0.0000216734,0.0002226911,0.0000165976,0.00007844706],"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":[0.00001626655,0.0001153933,0.00001083964,0.00001048706,0.00001558296,0.000005906555,0.09767208,6.851687e-7,0.00006434177,0.2547671,0.6453027,0.002018654],"study_design_scores_gemma":[0.00006634511,0.00004263121,0.00002075715,0.000001590055,0.000006087482,0.000003831696,0.01528447,0.000005172089,0.00002611734,0.001775146,0.9827198,0.00004807269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3391107,0.00181529,0.000001632015,0.03648242,0.006560587,0.0002660562,0.00003590232,0.00008542302,0.615642],"genre_scores_gemma":[0.6758093,0.000005315179,0.000001950375,0.001490223,0.001110202,0.0000906823,0.000006279946,0.000008667224,0.3214774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3374171,"threshold_uncertainty_score":0.9998662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0818412405070601,"score_gpt":0.289114162143825,"score_spread":0.2072729216367649,"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."}}