{"id":"W40732847","doi":"","title":"A Traveler from Altruria: Book Analysis","year":2011,"lang":"en","type":"article","venue":"ESSAI","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007266595,0.00009615142,0.0001475005,0.0001024059,0.0000250789,0.00001845487,0.0001062552,0.00003024188,0.002531343],"category_scores_gemma":[0.000003611431,0.00009280392,0.00008042485,0.0002493907,0.00001079874,0.00008071775,0.00001197138,0.00007736734,0.00006994073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000449291,"about_ca_system_score_gemma":0.00001090155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001167558,"about_ca_topic_score_gemma":0.000006210232,"domain_scores_codex":[0.9994715,0.00001629269,0.0001172185,0.0001250332,0.00008914364,0.0001807551],"domain_scores_gemma":[0.9996856,0.00001852045,0.00001328364,0.000208832,0.00001624064,0.0000575596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002627015,0.001780986,0.1472592,0.0003620458,0.03997406,0.00432067,0.03746584,0.1004459,0.03967229,0.05461757,0.3838631,0.1899756],"study_design_scores_gemma":[0.004515108,0.0001933678,0.4260348,0.00009662165,0.005238173,0.00002541716,0.004047366,0.2899451,0.08705921,0.03103053,0.1484384,0.00337584],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7249023,0.002412573,0.1768155,0.00004685447,0.0005511097,0.0002321758,0.00002189163,0.0009372156,0.0940804],"genre_scores_gemma":[0.9953198,0.00004425754,0.003085381,0.00007474513,0.00006047794,0.00001763678,0.000009578654,0.00001792714,0.00137016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2787756,"threshold_uncertainty_score":0.9983805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463894367689174,"score_gpt":0.2077651272074139,"score_spread":0.1931261835305221,"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."}}