{"id":"W4378457460","doi":"10.5281/zenodo.7468687","title":"Guidelines for design decision-makers","year":2023,"lang":"en","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Management science; Engineering","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":[0.04241277,0.004090814,0.001756071,0.008472968,0.003984856,0.01698288,0.01077123,0.01574552,0.07530034],"category_scores_gemma":[0.07945918,0.002254162,0.001970261,0.009535421,0.003531651,0.009513458,0.006972319,0.008997316,0.07665774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007741873,"about_ca_system_score_gemma":0.02407732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009083522,"about_ca_topic_score_gemma":0.01377807,"domain_scores_codex":[0.9511243,0.02348702,0.005708473,0.001798748,0.01602831,0.00185321],"domain_scores_gemma":[0.9355137,0.02110014,0.00227774,0.007422015,0.03169089,0.001995588],"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":[0.00005603111,0.0002441019,0.0002886155,0.002095168,0.00003286124,0.0004712425,0.00239393,0.006041212,0.0009872472,0.3324113,0.4201303,0.234848],"study_design_scores_gemma":[0.00003027342,0.000028101,0.00006770452,0.001655099,0.00001166759,0.00009475816,0.0007380544,0.000669727,0.0002936111,0.04938937,0.9469892,0.00003233752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001408246,0.01001034,0.4167655,0.03374029,0.004053258,0.008582641,0.005645051,0.003769876,0.5160246],"genre_scores_gemma":[0.01413877,0.01156777,0.7981425,0.008653964,0.00051342,0.01050905,0.008700558,0.001532289,0.1462417],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07530034,"threshold_uncertainty_score":0.2519047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08383124159085537,"score_gpt":0.3349098568606428,"score_spread":0.2510786152697874,"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."}}