{"id":"W6986722534","doi":"","title":"In Q1 2022, production costs in construction rose by 3.0% : Costs of production indices in construction - first quarter 2022 / Insee (France)","year":2022,"lang":"fr","type":"article","venue":"Gallica (Bibliothèque nationale de France)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Rose (mathematics); Quarter (Canadian coin); Production cost","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00178589,0.000379665,0.0004624198,0.002443348,0.0002263794,0.00007174951,0.000374307,0.0005684144,0.0006712336],"category_scores_gemma":[0.0009648571,0.0005146192,0.0001102345,0.004825123,0.000433186,0.0002477074,0.0001605741,0.001517561,0.000009452099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267029,"about_ca_system_score_gemma":0.0006664676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009327579,"about_ca_topic_score_gemma":0.002393542,"domain_scores_codex":[0.9959289,0.0006399401,0.001257852,0.0008130679,0.0007936973,0.0005665298],"domain_scores_gemma":[0.9981973,0.0001076175,0.0008460094,0.0004527375,0.0003044012,0.00009197101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006796535,0.001604367,0.8326988,0.0009053332,0.0001062625,0.00001376211,0.002319849,0.04935516,0.05826849,0.003016522,0.03693434,0.0140975],"study_design_scores_gemma":[0.009537197,0.001246126,0.3528072,0.00106218,0.00008365916,0.001214802,0.003259502,0.01712397,0.05401114,0.0016017,0.5558419,0.002210627],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712482,0.01251946,0.0003778862,0.01017092,0.003216568,0.001288611,0.0002749243,0.00002343331,0.0008799704],"genre_scores_gemma":[0.9830316,0.007817108,0.002773817,0.0004382635,0.000643794,0.0005871328,0.001033644,0.00006229727,0.00361238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5189075,"threshold_uncertainty_score":0.9997305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00374824242778784,"score_gpt":0.23001152626259,"score_spread":0.2262632838348022,"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."}}