{"id":"W4414270019","doi":"10.22269/250917","title":"Architects in Wonderland","year":2025,"lang":"en","type":"article","venue":"Places","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches","funders":"","keywords":"Reuse; Simple (philosophy); Meaning (existential); Architecture; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005750364,0.00007110745,0.0000851423,0.0001373823,0.0000213276,0.00001534199,0.00007854246,0.00003470318,0.00001624317],"category_scores_gemma":[0.00001970597,0.00006589477,0.00001587175,0.0001140644,0.0000145651,0.00002419075,0.00001533947,0.0001224582,0.00001875439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001491504,"about_ca_system_score_gemma":0.00001152109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002016582,"about_ca_topic_score_gemma":0.0003341015,"domain_scores_codex":[0.9996377,0.00001436372,0.00007679925,0.00008098198,0.00004981488,0.0001403918],"domain_scores_gemma":[0.9997829,0.00009854472,0.000004252585,0.00009010358,0.000003190219,0.00002100597],"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":[0.0001712036,0.0001310086,0.1427527,0.001059284,0.0001658817,0.00009894991,0.01090878,0.6732698,0.01135404,0.003710382,0.0224533,0.1339247],"study_design_scores_gemma":[0.004368679,0.0001276482,0.2987537,0.0006313845,0.00005525954,0.00002598833,0.0007550992,0.433748,0.04417102,0.134045,0.08175637,0.001561938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661368,0.001118348,0.02091335,0.00007746708,0.0002011471,0.00009859733,0.000002322032,0.0002270299,0.1112249],"genre_scores_gemma":[0.9986938,0.00002414287,0.0005016635,0.0000604327,0.00002331576,0.000009433754,0.00000151217,0.000007101433,0.0006785818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395218,"threshold_uncertainty_score":0.2687111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031772895151832,"score_gpt":0.2213741371263031,"score_spread":0.2110564081747848,"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."}}