{"id":"W7023765166","doi":"","title":"Pavimentazioni stradali in calcestruzzo: una scelta sostenibile","year":2009,"lang":"it","type":"book","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Production (economics); Context (archaeology); Production model","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003667146,0.0007867665,0.00120991,0.001422354,0.000896949,0.0001381365,0.002658979,0.0007358521,0.004252076],"category_scores_gemma":[0.0002806925,0.0009765637,0.0003309736,0.001672817,0.004894964,0.001188981,0.001982998,0.001995862,0.003103548],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004335389,"about_ca_system_score_gemma":0.001210359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02937666,"about_ca_topic_score_gemma":0.003359025,"domain_scores_codex":[0.9903803,0.001211695,0.0009215351,0.002503425,0.003080424,0.001902624],"domain_scores_gemma":[0.9960933,0.0002603764,0.0006405202,0.002123736,0.0002832244,0.0005988178],"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":[0.005077117,0.006884362,0.1602055,0.004351997,0.001149953,0.006164946,0.01802447,0.002164598,0.3056445,0.003432806,0.3837771,0.1031227],"study_design_scores_gemma":[0.006928997,0.003358337,0.3251796,0.003010796,0.0002695761,0.0004432624,0.007139468,0.0001226372,0.03040309,0.004814254,0.6147535,0.003576441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675125,0.0005091892,0.00001478854,0.001042001,0.000614367,0.003420636,0.0009715757,0.0001008946,0.025814],"genre_scores_gemma":[0.9029574,0.001813138,0.002011861,0.00003912017,0.0005547165,0.000005905878,0.001788854,0.0001486711,0.09068029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2752414,"threshold_uncertainty_score":0.9994868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03485760490924694,"score_gpt":0.2870898882995112,"score_spread":0.2522322833902643,"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."}}