{"id":"W6930971167","doi":"10.5281/zenodo.16684672","title":"D2.1 Sustainability baseline, Use Cases, and Baseline Requirements","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"European Commission","keywords":"Deliverable; Sustainability; Baseline (sea); Key (lock); Foundation (evidence); Duration (music); Work (physics)","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":[0.01980534,0.001218933,0.0007551188,0.003895727,0.002134086,0.01030249,0.002815621,0.00360374,0.01763522],"category_scores_gemma":[0.02560319,0.0009355369,0.0009959902,0.002698531,0.002178555,0.007079435,0.005794008,0.003277411,0.01037158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007245443,"about_ca_system_score_gemma":0.009244055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484158,"about_ca_topic_score_gemma":0.01185041,"domain_scores_codex":[0.9712394,0.007360761,0.002363438,0.001463079,0.01601306,0.001560275],"domain_scores_gemma":[0.9854655,0.003944326,0.0009009158,0.002282228,0.006929817,0.0004771454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003107557,0.000533382,0.004745109,0.003708559,0.00003915118,0.001693306,0.003809785,0.01556839,0.01314135,0.555661,0.1837243,0.217065],"study_design_scores_gemma":[0.00004274729,0.0001440616,0.001435766,0.001617429,0.00002057279,0.0006091457,0.001515893,0.00474158,0.007295649,0.05418425,0.9283152,0.00007774046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0208084,0.00208663,0.4660718,0.01473828,0.000854832,0.007678121,0.02635373,0.007336331,0.4540719],"genre_scores_gemma":[0.148443,0.004882884,0.6604996,0.00533671,0.0004825955,0.01509354,0.06166519,0.003050966,0.1005457],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01980534,"threshold_uncertainty_score":0.1047419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293607203323699,"score_gpt":0.2812170449263302,"score_spread":0.2482809728930931,"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."}}