{"id":"W2911339253","doi":"10.1145/3170427.3177758","title":"Constructs","year":2018,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.000006194196,0.00001814401,0.00001518128,0.0000102673,0.00001066955,0.000002898831,0.00001883397,0.000006521835,0.0002730631],"category_scores_gemma":[9.725816e-7,0.00001512642,0.000004710736,0.00002649979,0.00001548159,0.000009613334,0.000002503845,0.00001176311,0.0003453909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001838888,"about_ca_system_score_gemma":0.000001998412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.85232e-7,"about_ca_topic_score_gemma":0.000001121692,"domain_scores_codex":[0.9999015,0.00000112552,0.00002075921,0.00001977736,0.00002156617,0.00003531726],"domain_scores_gemma":[0.9999476,0.000007945546,8.615785e-7,0.00002436304,0.000007701725,0.00001153737],"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":[0.000006626843,0.000007322428,0.0006437562,0.00001979345,0.00006977144,0.000007924439,0.0006759904,0.01632439,0.01660053,0.243084,0.1376154,0.5849445],"study_design_scores_gemma":[0.0004661756,0.0001464004,0.01479344,0.00001287581,0.000009877727,0.00009793889,0.00004866435,0.4278699,0.1313666,0.1828106,0.2418719,0.0005056057],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05287955,0.00001591297,0.4230209,0.00002330834,0.0001427809,0.00001544632,2.631576e-7,0.0002415025,0.5236604],"genre_scores_gemma":[0.9893875,3.265091e-7,0.01022018,0.00009755306,0.00009617802,4.837806e-7,3.38289e-7,0.000002770895,0.0001946823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9365079,"threshold_uncertainty_score":0.4439417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003632855411939421,"score_gpt":0.1698313776751413,"score_spread":0.1661985222632019,"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."}}