{"id":"W6930737253","doi":"10.5281/zenodo.13891844","title":"neuropoly/totalspineseg: TotalSpineSeg-r20251124","year":2025,"lang":"de","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Quality (philosophy); Segmentation; Image segmentation; Feature (linguistics)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001283022,0.002848385,0.001254958,0.001327183,0.0004970015,0.002776021,0.003119325,0.002421396,0.4025042],"category_scores_gemma":[0.003791461,0.001693235,0.0009411994,0.0009348562,0.000548162,0.002587482,0.002685475,0.001896451,0.4511867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007933135,"about_ca_system_score_gemma":0.0009775921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003307079,"about_ca_topic_score_gemma":0.003772086,"domain_scores_codex":[0.998983,0.00009369748,0.00006520292,0.0001954658,0.0005394533,0.0001230735],"domain_scores_gemma":[0.99821,0.0003501188,0.000120333,0.0004845284,0.0006291221,0.0002059872],"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":[0.0004354538,0.00005539464,0.0002660168,0.0003177747,0.00004951273,0.00006562562,0.00005244985,0.001673259,0.005318928,0.002630742,0.9223893,0.06674551],"study_design_scores_gemma":[0.0005420014,0.0001264251,0.001556533,0.0001308706,0.00004708911,0.0002859774,0.00003784301,0.02347544,0.03332007,0.007785685,0.9325381,0.0001540704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.002234166,0.0003657447,0.1182564,0.0006479286,0.0007513599,0.0002845837,0.07982358,0.6996923,0.09794399],"genre_scores_gemma":[0.02320071,0.000295362,0.07417163,0.0008165844,0.0003273815,0.0005094489,0.195921,0.5532356,0.1515222],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5974958,"threshold_uncertainty_score":0.8522552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0279242081785198,"score_gpt":0.2311396263480035,"score_spread":0.2032154181694837,"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."}}