{"id":"W4417414323","doi":"10.31274/itaa.22031","title":"Embodied Maps: Self-Knowing in Designing","year":2025,"lang":"","type":"article","venue":"","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003129439,0.0002036595,0.0002274106,0.0004344294,0.00008336277,0.00009274381,0.0001063479,0.0001733436,0.0005152115],"category_scores_gemma":[0.00007830168,0.0002466168,0.00007072135,0.0008638452,0.00001175711,0.0002227094,0.00004074009,0.0003080019,0.000233329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352363,"about_ca_system_score_gemma":0.00006744433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001087897,"about_ca_topic_score_gemma":0.0001015398,"domain_scores_codex":[0.998757,0.00006972219,0.0004676169,0.0002501104,0.0001275027,0.0003280364],"domain_scores_gemma":[0.999559,0.0001486655,0.00002756425,0.0001505754,0.00005687222,0.00005725742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002625048,0.0009502265,0.03398294,0.003813963,0.0009994024,0.000186869,0.0126334,0.05892995,0.06251585,0.1491908,0.01417184,0.6623623],"study_design_scores_gemma":[0.006495032,0.0001137653,0.01302802,0.003914946,0.0002656849,0.000004164279,0.002921289,0.7744252,0.1634752,0.0183317,0.01545897,0.001566056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03229349,0.001036451,0.1646531,0.0004157225,0.001715568,0.0006499205,0.000003845611,0.0007997366,0.7984321],"genre_scores_gemma":[0.9909617,0.0001598745,0.007427293,0.000310724,0.00006721492,0.00002871426,0.00001585913,0.00002194677,0.001006634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9586682,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169930055145723,"score_gpt":0.244633204514682,"score_spread":0.2329339039632248,"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."}}