{"id":"W4400288285","doi":"10.5194/epsc2024-1054","title":"IPSL Climactions and the bottom-up ecological transformation of a climate and planetary science research institute (2016-2024)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Top-down and bottom-up design; Transformation (genetics); Environmental science; Climate change; Climatology; Oceanography; Ecology; Geography; Engineering; Geology; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009024478,0.00114786,0.0004063441,0.001582531,0.003213821,0.01369114,0.00269335,0.006442832,0.1060636],"category_scores_gemma":[0.008927051,0.0004823088,0.00101008,0.00193949,0.001820995,0.005837196,0.01284985,0.007910985,0.06413504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005513221,"about_ca_system_score_gemma":0.02976411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009511024,"about_ca_topic_score_gemma":0.01136797,"domain_scores_codex":[0.995663,0.0005537299,0.0001863577,0.0004000434,0.002095728,0.001101112],"domain_scores_gemma":[0.9934814,0.0002493639,0.0004164085,0.0004147602,0.001401403,0.004036713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004272225,0.00004838951,0.000777744,0.0001970038,0.000009003813,0.000106661,0.0001692449,0.000157482,0.0002588332,0.02956809,0.937255,0.03140984],"study_design_scores_gemma":[0.000008519217,0.00001811492,0.00134902,0.00007883547,0.000002917197,0.00003167562,0.00009667454,0.00007905153,0.0001594759,0.002949668,0.9952176,0.000008397351],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004392538,0.01083205,0.004251712,0.2765546,0.05323085,0.0003493937,0.02970329,0.005665802,0.6150198],"genre_scores_gemma":[0.06847195,0.008730216,0.02316014,0.0926363,0.009849388,0.0009555494,0.03714751,0.002370263,0.7566788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9967862,"threshold_uncertainty_score":0.3548182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495588659594264,"score_gpt":0.2877966801479975,"score_spread":0.2628407935520548,"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."}}