{"id":"W2085568565","doi":"10.1021/ie0107385","title":"Preface:  Engineering Foundation Conference in Barga, Italy","year":2001,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Foundation (evidence); Computer science; Archaeology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009337895,0.0003115099,0.0002701539,0.0003152574,0.0000527728,0.000164535,0.0004128541,0.0003423348,0.0005570003],"category_scores_gemma":[0.0005719375,0.0003741483,0.00005321512,0.001332109,0.00002779937,0.0002328286,0.0000740074,0.001389442,0.0001243236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007184413,"about_ca_system_score_gemma":0.0001551636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002591186,"about_ca_topic_score_gemma":0.000002862021,"domain_scores_codex":[0.9977241,0.00002180847,0.0004544614,0.0003586723,0.0005748624,0.0008661044],"domain_scores_gemma":[0.9990302,0.000181736,0.00001985345,0.0003628719,0.000137166,0.0002682296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001517142,0.00007156318,0.001860464,0.0002246646,0.0000511079,0.00003866313,0.0003251038,0.5718366,0.419735,0.0001840467,0.001988596,0.003669002],"study_design_scores_gemma":[0.002187094,0.00004480319,0.007465599,0.0008498821,0.00001300835,0.0001073519,0.0003452402,0.5410514,0.2954179,0.00003179543,0.1509685,0.001517356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923627,0.0001949768,0.0007375596,0.0001658102,0.0008538615,0.0003566511,0.000004624299,0.0007479402,0.00457589],"genre_scores_gemma":[0.9979406,0.0001210356,0.0002082755,0.000002787847,0.0005396731,0.0001910202,0.00004996772,0.00008136278,0.0008652748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1489799,"threshold_uncertainty_score":0.9998711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08908901765910997,"score_gpt":0.3174816765363432,"score_spread":0.2283926588772332,"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."}}