{"id":"W4386815007","doi":"10.52842/conf.ecaade.2023.2.059","title":"Heteromorph","year":2023,"lang":"sv","type":"article","venue":"eCAADe proceedings","topic":"Architecture and Computational Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Reuse; Computer science; Control reconfiguration; Rationalization (economics); Workflow; Flexibility (engineering); Constructive; Industrial engineering; Engineering; Process (computing); Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003911747,0.0004101876,0.0003127306,0.0007042637,0.001089127,0.00222848,0.0008396911,0.0006095559,0.04639424],"category_scores_gemma":[0.0007787878,0.0002800571,0.0004704368,0.0007247529,0.001225605,0.002874903,0.00244684,0.0009561709,0.01452395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000707931,"about_ca_system_score_gemma":0.0005648605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031969,"about_ca_topic_score_gemma":0.001347684,"domain_scores_codex":[0.9993815,0.00005989941,0.0000397193,0.0002347007,0.0002046087,0.00007960411],"domain_scores_gemma":[0.9995634,0.00005844541,0.00003645385,0.0001967653,0.000108567,0.00003636677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001120447,0.00005320452,0.001006681,0.0001501133,0.00001705173,0.0004568825,0.0006674986,0.001264231,0.009930232,0.8258827,0.02718273,0.1332766],"study_design_scores_gemma":[0.00001906777,0.00005369498,0.0009316985,0.0000484973,0.0000184536,0.001264706,0.0003876879,0.002905666,0.005935622,0.1597015,0.8287134,0.00002000851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0496493,0.001260018,0.3055423,0.001190228,0.001008757,0.0002865286,0.002212964,0.003516793,0.6353332],"genre_scores_gemma":[0.438171,0.001507667,0.1049338,0.001425616,0.0003580555,0.0004001678,0.006544874,0.00234217,0.4443167],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04639424,"threshold_uncertainty_score":0.1552042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471890748450435,"score_gpt":0.216996202837262,"score_spread":0.2022772953527576,"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."}}