{"id":"W7034675820","doi":"","title":"What we're hearing: recent international conference explores new vision and value in construction","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Linguistics and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Field (mathematics); Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002568181,0.00006145589,0.00007808262,0.00002427549,0.0001517428,0.0001548177,0.00004253061,0.00001514492,0.001478922],"category_scores_gemma":[0.00003486121,0.00004535885,0.00001265867,0.0000104561,0.0001350576,0.0001836639,0.00004430907,0.00005744425,0.00001023209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001773933,"about_ca_system_score_gemma":0.00001309937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001235059,"about_ca_topic_score_gemma":0.0003566613,"domain_scores_codex":[0.9996073,0.000008677103,0.0001013776,0.0001059872,0.0001019167,0.00007473189],"domain_scores_gemma":[0.9998147,0.00001660929,0.0000266738,0.00003622724,0.00007754284,0.00002818833],"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":[0.00002688014,0.0000306147,0.001128145,0.00000917676,0.00002087414,0.00001018049,0.07135149,0.000004006979,0.0002770855,0.8759022,0.009990566,0.04124881],"study_design_scores_gemma":[0.0005271655,0.00007283635,0.001920375,0.000185896,0.000006458675,0.00001211462,0.03175054,0.0005480045,0.0002173238,0.09566647,0.8689241,0.0001687554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6799272,0.001310225,0.00001503032,0.01584819,0.004353002,0.000156375,0.000006729184,0.00005559183,0.2983277],"genre_scores_gemma":[0.9808919,0.01550854,0.0002511812,0.0001028238,0.0005140741,0.000003245436,0.000005606425,0.000003584306,0.002719002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8589335,"threshold_uncertainty_score":0.9994339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1399456088601866,"score_gpt":0.2809909789617301,"score_spread":0.1410453701015436,"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."}}