{"id":"W6939322926","doi":"10.6084/m9.figshare.14374736.v1","title":"Additional file 6 of Successful incorporation of single reviewer assessments during systematic review screening: development and validation of sensitivity and work-saved of an algorithm that considers exclusion criteria and count","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; BC Children's Hospital; Children's Hospital of Eastern Ontario; University of British Columbia","funders":"","keywords":"Sensitivity (control systems); Table (database); Data file; Systematic error; Semaphore","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04551739,0.002266768,0.003357959,0.01083455,0.002179064,0.005205398,0.003137309,0.002382989,0.7908901],"category_scores_gemma":[0.4450746,0.001626615,0.004012581,0.01120013,0.0009562142,0.005025068,0.003261051,0.001678628,0.08450528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003979251,"about_ca_system_score_gemma":0.01352679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004564863,"about_ca_topic_score_gemma":0.01675414,"domain_scores_codex":[0.9666916,0.01297025,0.01144758,0.003527002,0.004400906,0.000962654],"domain_scores_gemma":[0.3727839,0.532429,0.02882785,0.01834485,0.04507373,0.002540538],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002092072,0.0001666544,0.004320739,0.04082156,0.0006490501,0.0001297283,0.0005198163,0.00095122,0.0002684181,0.001582882,0.9174946,0.03100332],"study_design_scores_gemma":[0.04939561,0.001656319,0.05972344,0.05062073,0.005084642,0.001226767,0.00228229,0.01783141,0.006240079,0.04527453,0.7590466,0.001617675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0009424175,0.0001317109,0.00445567,0.0008401501,0.0002220907,0.004945879,0.9828729,0.003517388,0.002071742],"genre_scores_gemma":[0.05050822,0.0006505803,0.1502755,0.002938965,0.0007570291,0.1680036,0.5919557,0.008285124,0.02662533],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9544826,"threshold_uncertainty_score":0.2982699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04624040656413694,"score_gpt":0.2941710508284635,"score_spread":0.2479306442643265,"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."}}