{"id":"W6904687570","doi":"10.1371/journal.pone.0293129.s004","title":"Study design and paper type.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Respirator; Usability; Test (biology); Personal protective equipment; Coronavirus disease 2019 (COVID-19); Health care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","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":[0.05130213,0.00237021,0.008815371,0.008302443,0.001911396,0.00802257,0.0039912,0.007366234,0.2704026],"category_scores_gemma":[0.1744252,0.001418265,0.003716096,0.008185312,0.002112199,0.0061744,0.003292385,0.002970857,0.04455762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006240212,"about_ca_system_score_gemma":0.02436503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002535281,"about_ca_topic_score_gemma":0.002299357,"domain_scores_codex":[0.9544154,0.02011691,0.01241651,0.004006623,0.007747832,0.001296744],"domain_scores_gemma":[0.9022146,0.04075939,0.01211707,0.01059996,0.03075662,0.003552239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01050618,0.000499735,0.001564986,0.47813,0.001516848,0.00075468,0.00125579,0.0004283728,0.0005071818,0.01644213,0.299853,0.1885411],"study_design_scores_gemma":[0.01021349,0.001547221,0.003654897,0.3188763,0.002367957,0.000605845,0.001722286,0.0004393259,0.0008701914,0.01464857,0.6448686,0.0001853232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.005351263,0.09054439,0.01326225,0.01732931,0.09792561,0.5974544,0.09033621,0.0005864226,0.0872101],"genre_scores_gemma":[0.03021511,0.05155125,0.02155115,0.02299459,0.008349075,0.8196973,0.01395816,0.0004347218,0.03124863],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2704026,"threshold_uncertainty_score":0.9045867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021854410899055,"score_gpt":0.3261976591118057,"score_spread":0.2240122180219002,"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."}}