{"id":"W4394293129","doi":"10.6084/m9.figshare.21525861","title":"supplemental data - consultancies contract.xlsx","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006757088,0.0002618928,0.0004474499,0.0001228454,0.001581095,0.00002448421,0.001403837,0.0004816448,0.9949985],"category_scores_gemma":[0.008514573,0.0002415152,0.00004271901,0.0001761221,0.00001175143,0.0002410698,0.001928248,0.002892799,0.02368616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003007206,"about_ca_system_score_gemma":0.001991817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005330623,"about_ca_topic_score_gemma":0.0006834323,"domain_scores_codex":[0.9966977,0.0004076505,0.001010476,0.0003979831,0.0007609132,0.0007253325],"domain_scores_gemma":[0.9955301,0.001748231,0.0008110182,0.001463754,0.0001363385,0.0003105889],"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":[0.00001883109,0.00002297182,0.000003557634,0.003533063,0.00001830384,0.00001632054,0.0001502917,1.120709e-7,4.051149e-8,0.000003261825,0.9959332,0.0003000113],"study_design_scores_gemma":[0.000665056,0.00004709213,0.00006838483,0.001948102,0.00002553801,0.000003383098,0.0005001345,0.00005664275,6.311306e-8,0.000002976856,0.9964481,0.0002345208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[4.025484e-7,0.0002835141,1.05034e-7,0.0008553638,0.001139373,0.001261257,0.9950047,0.0001080882,0.001347155],"genre_scores_gemma":[0.000003735389,0.00009190288,0.00001327239,0.009300816,0.0008058239,0.001282753,0.9877716,0.00002092929,0.000709218],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9713123,"threshold_uncertainty_score":0.9998371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5611592730718818,"score_gpt":0.5277635566907235,"score_spread":0.03339571638115835,"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."}}