{"id":"W4415259290","doi":"10.32920/29873678.v1","title":"Decent Building: A Light Frame System for Urban Living","year":2025,"lang":"","type":"article","venue":"","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multitude; Frame (networking); Corporate governance; Architecture; Narrative; Value (mathematics); Drone; Negotiation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006801413,0.0005485265,0.0003012407,0.001131744,0.0038161,0.003821224,0.001608669,0.001079825,0.04434056],"category_scores_gemma":[0.001369811,0.0002652217,0.0004438886,0.0009098883,0.002971212,0.002218566,0.006153301,0.001072235,0.008188464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003628521,"about_ca_system_score_gemma":0.003083314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08789859,"about_ca_topic_score_gemma":0.1881067,"domain_scores_codex":[0.9995104,0.0001004446,0.00001565611,0.00006459763,0.0002298771,0.00007903897],"domain_scores_gemma":[0.9994338,0.00006633795,0.00002024575,0.0001946514,0.0001304298,0.0001544763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003432415,0.0001793133,0.003902159,0.0002754932,0.00002409265,0.0007304972,0.018104,0.005584169,0.01446875,0.3404049,0.1761898,0.4397936],"study_design_scores_gemma":[0.00004205288,0.00007137483,0.002104308,0.0001278611,0.00001874488,0.0001968339,0.002041206,0.009431182,0.00233571,0.02150285,0.9620559,0.00007202703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03612144,0.000675777,0.3333038,0.004225884,0.0006550156,0.0005781595,0.001721423,0.01630874,0.6064098],"genre_scores_gemma":[0.3999909,0.0009238,0.191175,0.0009542009,0.000245196,0.000676865,0.002490167,0.00235595,0.4011879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08789859,"threshold_uncertainty_score":0.1747739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01053211884548759,"score_gpt":0.2635731041405086,"score_spread":0.2530409852950209,"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."}}