{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001698804,0.000267797,0.0002247761,0.0002631954,0.000137914,0.0001237385,0.0002617889,0.0001388247,0.0001992436],"category_scores_gemma":[0.00003986917,0.0002880097,0.0001106781,0.0008668288,0.00004164776,0.0001653496,0.00009776306,0.0003271945,0.005304427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005630138,"about_ca_system_score_gemma":0.00002229676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005252877,"about_ca_topic_score_gemma":4.15287e-7,"domain_scores_codex":[0.9985548,0.000004629109,0.0002666724,0.0003238234,0.0003272892,0.0005227894],"domain_scores_gemma":[0.9995923,0.00006249864,0.00004512578,0.0000772284,0.00007435132,0.0001484796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007155872,0.00007957339,0.002331112,0.001735525,0.0005141486,0.0001622867,0.01577343,0.04220674,0.0703961,0.02051122,0.8046317,0.04158665],"study_design_scores_gemma":[0.001527229,0.0004737763,0.05026482,0.0007042819,0.0001905889,0.0002041588,0.0009772002,0.5242051,0.02169659,0.05130413,0.346202,0.002250148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822325,0.001272725,0.00454518,0.006879718,0.002460574,0.0007936021,0.00005173764,0.004705753,0.09705824],"genre_scores_gemma":[0.9938824,0.00009174961,0.001014837,0.0002004263,0.0008023765,0.00003539786,0.00002026672,0.0000874392,0.003865173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4819984,"threshold_uncertainty_score":0.9999572,"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."}}