{"id":"W6947877176","doi":"10.48550/arxiv.2501.12716","title":"SF2A Environmental Transition Commission: What kind of astrophysics research for a sustainable world?","year":2025,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Biological and pharmacological studies of plants","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Session (web analytics); Commission; Field (mathematics); Transition (genetics); Point (geometry); Plenary session","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":[0.01455957,0.0005979206,0.0006158465,0.001313086,0.007852144,0.01519029,0.00107687,0.01100055,0.01837419],"category_scores_gemma":[0.0110776,0.0002519351,0.0009198292,0.001451385,0.003778157,0.006484815,0.005280976,0.008204919,0.003251196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01559535,"about_ca_system_score_gemma":0.04309629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07863804,"about_ca_topic_score_gemma":0.05695671,"domain_scores_codex":[0.9914501,0.002451755,0.000178909,0.0006904285,0.002194942,0.00303385],"domain_scores_gemma":[0.9879646,0.002631265,0.0003954563,0.0006644183,0.002853408,0.005490775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002116792,0.00009845406,0.001994802,0.0003741652,0.0000298492,0.0005408764,0.005611236,0.0002905661,0.002184048,0.2250908,0.7155197,0.04805381],"study_design_scores_gemma":[0.000007414442,0.0000160757,0.001534882,0.000113373,0.000003335595,0.0000642001,0.00212391,0.00005786356,0.0003021598,0.004802811,0.9909561,0.00001787048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01441706,0.03798442,0.003781522,0.8062068,0.02245066,0.0001827486,0.001128344,0.0003741257,0.1134742],"genre_scores_gemma":[0.4622275,0.02344448,0.0171958,0.2192271,0.009911343,0.0004642374,0.002374614,0.0009921879,0.2641628],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07863804,"threshold_uncertainty_score":0.1563606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1958099153843226,"score_gpt":0.2851478777927651,"score_spread":0.0893379624084425,"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."}}