{"id":"W6949474990","doi":"10.5281/zenodo.15180497","title":"Annex: Webshop prototype for behaviour change interventions for sustainable logistics choices","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"RTDS Technologies (Canada)","funders":"European Commission","keywords":"Behaviour change; Psychological intervention; Sample (material); Sustainable development; Sustainable transport","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002377637,0.001170096,0.000529738,0.001095049,0.0005522273,0.001154112,0.001841444,0.001421015,0.4360253],"category_scores_gemma":[0.01187481,0.001027992,0.0006971353,0.0006300897,0.0002885679,0.001662191,0.001242148,0.001255394,0.0862017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004637919,"about_ca_system_score_gemma":0.0008697598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035677,"about_ca_topic_score_gemma":0.00199496,"domain_scores_codex":[0.9993626,0.0002213498,0.00007088162,0.00007189397,0.0002135127,0.00005972966],"domain_scores_gemma":[0.9927717,0.005376185,0.0001409134,0.0004461232,0.001025723,0.000239371],"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":[0.001724087,0.001160527,0.0009958097,0.003903094,0.0000299555,0.0003498961,0.00159021,0.0008906682,0.005115589,0.002159411,0.8102299,0.1718508],"study_design_scores_gemma":[0.001615625,0.001216514,0.01592223,0.001564732,0.00007508555,0.0008521591,0.001007006,0.002964901,0.009434246,0.005264712,0.9599078,0.0001750625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.05490286,0.001435159,0.179173,0.005686847,0.002446492,0.04924668,0.3215055,0.1629582,0.2226451],"genre_scores_gemma":[0.07125445,0.001254547,0.292468,0.003013549,0.0003307275,0.1409454,0.109131,0.04301615,0.3385862],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4360253,"threshold_uncertainty_score":0.8044415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09349387966197742,"score_gpt":0.2812764331714628,"score_spread":0.1877825535094854,"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."}}