{"id":"W6931171287","doi":"10.5281/zenodo.15805151","title":"CyclOps Landscape (IT-1) / D2.1","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Gastops (Canada)","funders":"European Commission","keywords":"","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":[0.001552381,0.001490657,0.0008287632,0.001109764,0.0008073982,0.003108305,0.002135964,0.001419034,0.1814977],"category_scores_gemma":[0.002334811,0.0005513167,0.0008644011,0.0008601877,0.0004409243,0.001620503,0.003068499,0.00199537,0.1428694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001317263,"about_ca_system_score_gemma":0.001762121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005802703,"about_ca_topic_score_gemma":0.003981555,"domain_scores_codex":[0.9989785,0.000162611,0.00002442749,0.0002286961,0.0003681134,0.0002377136],"domain_scores_gemma":[0.9988889,0.0002069122,0.00004631096,0.0002392154,0.0002350096,0.0003835678],"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":[0.0005393106,0.0001235592,0.0005821368,0.0007923638,0.00005262943,0.0001151232,0.0001563272,0.003499743,0.01368553,0.02727467,0.8674372,0.08574132],"study_design_scores_gemma":[0.0001628355,0.0001286233,0.0007263754,0.00009662168,0.00002877862,0.0001258831,0.00008998146,0.008492165,0.009481318,0.01090677,0.9697119,0.00004879422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0145171,0.002707683,0.150941,0.004831437,0.002301344,0.001000441,0.1898544,0.2116216,0.4222249],"genre_scores_gemma":[0.08322743,0.00220353,0.135885,0.001809596,0.0006057378,0.00152863,0.429454,0.1052415,0.2400445],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1814977,"threshold_uncertainty_score":0.6071703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497498454065297,"score_gpt":0.2789879493517302,"score_spread":0.2540129648110773,"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."}}