{"id":"W4415443488","doi":"10.31222/osf.io/r9yh2_v1","title":"NOS-TLPlot: A Specialized Python Tool for Visualizing Newcastle–Ottawa Scale Risk-of-Bias Assessments in Systematic Reviews and Meta-Analysis.","year":2025,"lang":"","type":"preprint","venue":"","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Python (programming language); Visualization; Graphical user interface; Data visualization; User interface; Web application; Interface (matter); Flexibility (engineering)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04557106,0.002299678,0.002333305,0.008341062,0.0008384071,0.004976349,0.003753983,0.001198817,0.06685857],"category_scores_gemma":[0.1626957,0.002395238,0.00640134,0.006522094,0.0009468998,0.003894774,0.005606845,0.002777132,0.008320459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387878,"about_ca_system_score_gemma":0.014166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004861591,"about_ca_topic_score_gemma":0.01019949,"domain_scores_codex":[0.9754887,0.01405321,0.005141836,0.001663427,0.003301086,0.0003516714],"domain_scores_gemma":[0.8393267,0.1287212,0.01443147,0.006850449,0.009576708,0.00109343],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001765079,0.0001169434,0.006918162,0.07335227,0.005926324,0.0004692001,0.002417939,0.01083821,0.00267807,0.01921671,0.5477372,0.3285639],"study_design_scores_gemma":[0.003739878,0.0006681884,0.01869423,0.02332266,0.005646633,0.001527171,0.0008273621,0.08559798,0.01373838,0.1028006,0.7423677,0.001069176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.005681418,0.009775766,0.6005206,0.005344288,0.001678239,0.006060722,0.1595114,0.2013281,0.01009949],"genre_scores_gemma":[0.03917518,0.004082495,0.8874255,0.001719482,0.0002991267,0.01983076,0.02447418,0.0177476,0.005245723],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.9544289,"threshold_uncertainty_score":0.2410057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5360303526392249,"score_gpt":0.5775934138020985,"score_spread":0.04156306116287356,"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."}}