{"id":"W7079019320","doi":"10.5281/zenodo.17010220","title":"CoDS-GCS/OCR-APT: System","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Code (set theory); Anomaly detection; Anomaly (physics); Troubleshooting; Tracking system","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":[],"category_scores_codex":[0.0009671633,0.002122707,0.001014211,0.002438079,0.0007188712,0.002853516,0.003044132,0.001662452,0.2157854],"category_scores_gemma":[0.005640694,0.001059006,0.001171651,0.001683731,0.0008300371,0.003631726,0.003230847,0.00152206,0.207178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002067053,"about_ca_system_score_gemma":0.001497872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01181199,"about_ca_topic_score_gemma":0.008031159,"domain_scores_codex":[0.9986457,0.0001389121,0.0001035452,0.0005168644,0.0004463617,0.0001486347],"domain_scores_gemma":[0.9976243,0.0003704143,0.0001175804,0.00115625,0.0005885531,0.0001428303],"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":[0.0005121305,0.00005263627,0.0009964799,0.0004464982,0.00004876572,0.0001057532,0.0001757109,0.002165455,0.005547557,0.006914597,0.8629694,0.1200651],"study_design_scores_gemma":[0.0002378679,0.00006823055,0.001297929,0.0001619775,0.00005414789,0.0002429271,0.0001058251,0.03983799,0.03143034,0.01324215,0.9131844,0.0001362361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.002145304,0.0001271028,0.06780036,0.0003752062,0.0002965695,0.0002258106,0.03883234,0.8543068,0.03589052],"genre_scores_gemma":[0.09524254,0.0003296987,0.1628198,0.002171054,0.0004764167,0.0009203723,0.2377766,0.3766728,0.1235909],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7842146,"threshold_uncertainty_score":0.7218741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069480320255112,"score_gpt":0.2173559823296244,"score_spread":0.1966611791270733,"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."}}