{"id":"W7011739360","doi":"","title":"The National construction codes need your input","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Field (mathematics); Key (lock); 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":[0.001099559,0.000070613,0.00008620908,0.0001578507,0.0008290616,0.0001578425,0.0003618249,0.00003075103,0.001123066],"category_scores_gemma":[0.0006243133,0.00004342294,0.00005640358,0.0006049452,0.0003524213,0.0003140715,0.00007578933,0.00009636951,0.0005467517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002486842,"about_ca_system_score_gemma":0.00008407808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003908642,"about_ca_topic_score_gemma":0.000009751112,"domain_scores_codex":[0.9981475,0.00006548808,0.0003077052,0.0001887212,0.001146922,0.0001436156],"domain_scores_gemma":[0.9989332,0.0003656494,0.0001315428,0.0001771208,0.0003567784,0.00003571052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009242176,0.00002074795,0.1215793,0.000002250366,0.00003844172,0.000003588042,0.0007242686,0.00007666002,0.001787988,0.1918716,0.2726779,0.4111248],"study_design_scores_gemma":[0.0004047318,0.00002589456,0.04211736,0.000003167762,0.00000420542,0.0001555212,0.0008271519,0.005726871,0.0006791859,0.1522156,0.797698,0.0001423621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5617429,0.00002244581,0.001438615,0.004241171,0.001179085,0.0001400674,0.000006342677,0.00006817436,0.4311612],"genre_scores_gemma":[0.9860164,0.00008267462,0.001976067,0.0002672531,0.0002048746,0.00001038668,0.000001298941,0.000003450765,0.01143758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.52502,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308969506365888,"score_gpt":0.3588804535774698,"score_spread":0.227983502940881,"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."}}