{"id":"W4206214771","doi":"10.1001/jamainternmed.2020.7817","title":"Error in Number","year":2020,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008749229,0.001638055,0.002401234,0.003474629,0.003996082,0.00534629,0.003963395,0.01327276,0.09691214],"category_scores_gemma":[0.1189451,0.001128309,0.00185236,0.002435629,0.002815993,0.003336529,0.003492445,0.01477869,0.1392658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00525545,"about_ca_system_score_gemma":0.005105202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00985993,"about_ca_topic_score_gemma":0.008663065,"domain_scores_codex":[0.98461,0.002619954,0.003024019,0.002069529,0.00631758,0.001359001],"domain_scores_gemma":[0.9482707,0.01631934,0.002613154,0.003811683,0.02730258,0.001682517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003097847,0.000005440249,0.00005059251,0.0000422108,0.000003311658,0.00004053257,0.0000179803,0.00001603869,0.00002009558,0.0007141774,0.9934256,0.005633097],"study_design_scores_gemma":[0.00002953498,0.00001745005,0.0003840191,0.0002922706,0.000009608194,0.0001222167,0.00007551767,0.0001078445,0.0001844527,0.001585439,0.9971663,0.00002526842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0001475422,0.0007329468,0.0008849973,0.2372228,0.7476436,0.00007703353,0.001377506,0.0009936953,0.01091998],"genre_scores_gemma":[0.008382457,0.003315045,0.003406043,0.5733166,0.1832656,0.0008997413,0.002749253,0.001473704,0.2231915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09691214,"threshold_uncertainty_score":0.3242034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013137847362322,"score_gpt":0.4578451593047975,"score_spread":0.3565313745685653,"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."}}