{"id":"W7097078267","doi":"","title":"MODCELL CONSTRUCTION","year":2016,"lang":"en","type":"article","venue":"","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Straw; Product (mathematics); Cult; Work (physics)","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":[0.00001726575,0.00004585982,0.00003950309,0.00003182583,0.00001070454,0.000003723806,0.00002456795,0.00002458372,0.0005082687],"category_scores_gemma":[0.000003263775,0.00003061973,0.00001846778,0.00004307587,0.00001729906,0.00005362251,0.000003308114,0.00002101604,0.0001692638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002011738,"about_ca_system_score_gemma":0.000002220238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.414855e-7,"about_ca_topic_score_gemma":6.144431e-7,"domain_scores_codex":[0.9997748,0.000001648846,0.00006255675,0.00004729347,0.00003434237,0.00007941302],"domain_scores_gemma":[0.999867,0.00001237212,0.000002662194,0.000078431,0.000008449751,0.00003114988],"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":[0.000002789626,0.000003625966,0.001532857,0.00001707845,0.00003262873,0.000001745667,0.00001827597,0.009903947,0.08602764,0.03967513,0.003585939,0.8591983],"study_design_scores_gemma":[0.002735542,0.00005116845,0.01675353,0.0001090987,0.00003069043,0.0005286929,0.0001360574,0.09532645,0.2555388,0.008281904,0.6190165,0.001491594],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1260602,0.00003673627,0.7465343,0.0001299676,0.001168962,0.000032287,0.000003522104,0.00159519,0.1244388],"genre_scores_gemma":[0.9947858,0.00003581216,0.00428634,0.000004411826,0.00005406111,0.000002215141,2.416941e-7,0.000008670268,0.0008224252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8687256,"threshold_uncertainty_score":0.5565185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002648880282139582,"score_gpt":0.1375565188308466,"score_spread":0.134907638548707,"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."}}