{"id":"W7027861841","doi":"","title":"Development and assessment of lightweight walkable pavement slabs with integrated solar panels","year":2024,"lang":"en","type":"other","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Durability; Photovoltaic system; Foundry; Environmentally friendly; Sustainability; Solar energy; Glass recycling; Compressive strength; Limiting; Slab","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0007458982,0.002224327,0.002088924,0.002888433,0.001507105,0.0004679825,0.001235198,0.001133994,0.0002814199],"category_scores_gemma":[0.00005011332,0.002030646,0.0005896629,0.001609797,0.001494096,0.0005407059,0.0009563307,0.001935641,0.0002042758],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004261251,"about_ca_system_score_gemma":0.004657786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469703,"about_ca_topic_score_gemma":0.0002511645,"domain_scores_codex":[0.9896976,0.0005422815,0.002011715,0.00314831,0.003184047,0.001416094],"domain_scores_gemma":[0.9940305,0.0001968779,0.00271829,0.001540446,0.0006753349,0.0008385354],"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":[0.003993812,0.0149624,0.05729163,0.02447706,0.04764591,0.06572916,0.01928858,0.002114204,0.173162,0.0728619,0.486832,0.03164131],"study_design_scores_gemma":[0.002894165,0.0004835366,0.001116939,0.008617599,0.001829828,0.0006581063,0.001210934,0.000481895,0.04520321,0.00001023036,0.9352782,0.002215394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03899813,0.002718625,0.001754874,0.0000976016,0.004225211,0.002516885,0.0004630224,0.002499142,0.9467265],"genre_scores_gemma":[0.1703476,0.0001592018,0.03699001,0.00003215508,0.0009942247,0.00008372458,0.000772909,0.001424208,0.789196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4484462,"threshold_uncertainty_score":0.9997928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136720650009717,"score_gpt":0.2287502847119885,"score_spread":0.2150782197110168,"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."}}