{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009906943,0.0009630325,0.0002374989,0.001061562,0.002764921,0.004415195,0.001359635,0.0009010946,0.1061691],"category_scores_gemma":[0.002873849,0.0004696171,0.0004949737,0.0008937113,0.003076684,0.003093863,0.003752553,0.0012712,0.02432221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004073766,"about_ca_system_score_gemma":0.006383089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05412917,"about_ca_topic_score_gemma":0.09156448,"domain_scores_codex":[0.998885,0.0002293229,0.00004264392,0.0002713459,0.0003831754,0.0001885537],"domain_scores_gemma":[0.9988251,0.0001566807,0.00006610208,0.0002808911,0.0004141136,0.0002571034],"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":[0.0001541867,0.0001300183,0.002868499,0.0005066191,0.00002621925,0.0004829945,0.01571867,0.0008386521,0.01140409,0.6818864,0.1482407,0.137743],"study_design_scores_gemma":[0.000009016171,0.00002564772,0.0007872847,0.00007723153,0.000009169745,0.000104811,0.001629785,0.0003206527,0.001304285,0.0106355,0.9850785,0.00001806443],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02796434,0.0005042965,0.148039,0.003535969,0.0006406658,0.0007979536,0.005038847,0.01313548,0.8003434],"genre_scores_gemma":[0.2549309,0.0008301234,0.1113132,0.001108395,0.0001183953,0.0008990552,0.007521181,0.006226439,0.6170523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1061691,"threshold_uncertainty_score":0,"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."}}