{"id":"W7161963532","doi":"10.82308/45362","title":"Food paths, architecture and urban form. A case study","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human settlement; Architecture; Subsistence agriculture; Settlement (finance); Scarcity; Interpretation (philosophy); Urban planning; Typology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007821555,0.0004301152,0.0003549248,0.0002154538,0.0001191216,0.00004699405,0.0001266904,0.0002625583,0.00006893834],"category_scores_gemma":[0.0000113065,0.000359927,0.00008097043,0.00007430512,0.00001386977,0.00004859563,0.00002099631,0.000562017,0.00001056652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001634067,"about_ca_system_score_gemma":0.00002351378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00019463,"about_ca_topic_score_gemma":0.009481325,"domain_scores_codex":[0.9989436,0.00003291962,0.0002467648,0.0003222578,0.000162882,0.0002916055],"domain_scores_gemma":[0.9994158,0.00004384829,0.00004006697,0.0003288172,0.00003091593,0.0001405155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006557021,0.001144046,0.009617314,0.004822451,0.002992587,0.009608318,0.6101745,0.001465583,0.0003808362,0.0006962966,0.008675399,0.349767],"study_design_scores_gemma":[0.03175746,0.04710925,0.08625234,0.002384877,0.01053372,0.04872946,0.4605118,0.0347188,0.01393122,0.187619,0.03771428,0.03873777],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622067,0.001319752,0.006437064,9.26914e-7,0.0003706495,0.0008570671,0.00002518695,0.0005043517,0.02827826],"genre_scores_gemma":[0.9961489,0.00002473545,0.0007198228,0.00001628188,0.0001513375,0.00009108637,0.00008665348,0.000114466,0.002646737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3110292,"threshold_uncertainty_score":0.9998853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784162657207013,"score_gpt":0.2249363235486282,"score_spread":0.2070946969765581,"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."}}