{"id":"W4402169533","doi":"10.32920/26862391","title":"Open Woods","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.000108282,0.000218121,0.0002228915,0.00008227169,0.00002211552,0.0002933267,0.0007125167,0.0002089773,0.0005101418],"category_scores_gemma":[0.000005858011,0.0001862677,0.00008373117,0.00004229937,0.00001329383,0.00002048576,0.002771433,0.0008191714,0.0007626797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004294809,"about_ca_system_score_gemma":0.00004545741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000959169,"about_ca_topic_score_gemma":0.00005754561,"domain_scores_codex":[0.9992902,0.00001382659,0.0001443863,0.0002690493,0.0001042559,0.0001782911],"domain_scores_gemma":[0.9994453,0.00002413708,0.000008357741,0.0004413178,0.00001023109,0.00007064881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001334273,0.00003620996,0.00005604395,0.002892992,0.000642436,0.0001158672,0.002333208,0.4179063,0.000382586,0.01072472,0.4672487,0.09764753],"study_design_scores_gemma":[0.0001618872,0.00002039868,0.0001646588,0.0002821035,0.00009260335,0.00001440977,0.00003082342,0.2280981,0.002382583,0.6872224,0.08057801,0.0009520454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003686789,0.001767745,0.1095704,0.0001265027,0.001799417,0.0004270609,0.00002649343,0.001340987,0.8812546],"genre_scores_gemma":[0.9636159,0.0001148528,0.01478421,0.0001828371,0.0005140001,0.0001127472,0.00003443181,0.0001316159,0.0205094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9599291,"threshold_uncertainty_score":0.9802959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03868750775082171,"score_gpt":0.2774991035935241,"score_spread":0.2388115958427024,"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."}}