{"id":"W7084150284","doi":"10.6084/m9.figshare.c.8018337","title":"Lung lobe segmentation: performance of open-source MOOSE, TotalSegmentator, and LungMask models compared to a local in-house model","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Higher Education and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Carleton University","funders":"","keywords":"Segmentation; Hausdorff distance; Generalizability theory; Pattern recognition (psychology); Similarity (geometry); Lobe; Contouring; Sørensen–Dice coefficient","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":[],"consensus_categories":[],"category_scores_codex":[0.002773578,0.002362209,0.001377077,0.001884541,0.0004605258,0.001898155,0.002411302,0.001883228,0.003268518],"category_scores_gemma":[0.00465106,0.0005069819,0.002073503,0.000916419,0.0005590419,0.001356318,0.00173201,0.001359051,0.001465347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777114,"about_ca_system_score_gemma":0.001997434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02003872,"about_ca_topic_score_gemma":0.02553058,"domain_scores_codex":[0.9989799,0.0001816722,0.00008506958,0.0004817613,0.0001638943,0.0001077806],"domain_scores_gemma":[0.9982134,0.0008774049,0.0001390868,0.0002339739,0.0003657471,0.0001703263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002206151,0.0005482156,0.02442949,0.0006372241,0.001125147,0.0003723913,0.0002326058,0.6094912,0.01267583,0.001041338,0.01980895,0.3274315],"study_design_scores_gemma":[0.00005327675,0.0002125273,0.002676755,0.00004561954,0.00007740146,0.000124988,0.00005087821,0.990148,0.004775511,0.0005247251,0.001280119,0.00003019734],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7658106,0.00522077,0.1725082,0.0009825388,0.0005980005,0.0004934259,0.005945613,0.04108506,0.007355852],"genre_scores_gemma":[0.8781796,0.0006536979,0.09384625,0.0005777524,0.000103993,0.0002577711,0.01781166,0.001875723,0.006693598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003872,"threshold_uncertainty_score":0.03984416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03556621828473341,"score_gpt":0.3540023078162453,"score_spread":0.3184360895315118,"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."}}