{"id":"W6949136676","doi":"10.5281/zenodo.15303457","title":"MarioMally/IETI-DP4MS_METIS: Final Version","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Austrian Science Fund; Deutsche Forschungsgemeinschaft","keywords":"Set (abstract data type); Software; Troubleshooting; Process (computing); Matching (statistics)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003684864,0.003747293,0.001910421,0.002942127,0.001779996,0.006695074,0.004182053,0.003022317,0.3542738],"category_scores_gemma":[0.01205159,0.002224935,0.002314517,0.002504983,0.001029224,0.004422414,0.003897446,0.003809545,0.4842547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164012,"about_ca_system_score_gemma":0.002198785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005472572,"about_ca_topic_score_gemma":0.003156382,"domain_scores_codex":[0.996208,0.0004988826,0.0002807716,0.0009839314,0.001549435,0.0004790113],"domain_scores_gemma":[0.9912221,0.001212651,0.0002982349,0.003602131,0.003079122,0.0005856786],"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":[0.0005793458,0.00006712806,0.0003766256,0.0002845572,0.00005771386,0.0001130861,0.00007914313,0.0003519994,0.00265522,0.002030992,0.96421,0.02919406],"study_design_scores_gemma":[0.0003292507,0.00005786871,0.001323259,0.0001160111,0.00005211854,0.0002471886,0.00005488627,0.002376965,0.0199852,0.004570856,0.9707375,0.0001489498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.00312766,0.0003239507,0.04729398,0.00181742,0.003486449,0.0002992351,0.1972456,0.6772593,0.06914631],"genre_scores_gemma":[0.01621629,0.0002298612,0.03884289,0.000778033,0.0005611684,0.0004796153,0.3396087,0.5092949,0.09398855],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6457262,"threshold_uncertainty_score":0.9210501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012985461535424,"score_gpt":0.231840505035382,"score_spread":0.2117106504200278,"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."}}