{"id":"W2487401600","doi":"","title":"CIVCAP 2012: Laying Concrete Foundations","year":2012,"lang":"en","type":"article","venue":"BIBSYS Brage (BIBSYS (Norway))","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laying; Engineering; Structural engineering","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002696819,0.0003297806,0.0002775934,0.0003751699,0.0002858052,0.0001637337,0.0002310883,0.0002344859,0.004156509],"category_scores_gemma":[0.00005785755,0.0003375089,0.0001517349,0.0006705006,0.00008747578,0.001328391,0.00004653306,0.0003614326,0.003333093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391081,"about_ca_system_score_gemma":0.00003209576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003336061,"about_ca_topic_score_gemma":0.00003688966,"domain_scores_codex":[0.9982687,0.00006491531,0.0004650417,0.0002531135,0.0002973555,0.0006508397],"domain_scores_gemma":[0.9989524,0.0001336543,0.00008485003,0.0004534074,0.0001058018,0.0002698853],"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":[0.0001655521,0.000122756,0.01935489,0.0007254056,0.001139685,0.00002349885,0.004990553,0.002646893,0.1977191,0.2859459,0.2491701,0.2379956],"study_design_scores_gemma":[0.003964518,0.0002089865,0.02545637,0.0002461724,0.0003477841,0.0002749953,0.002620552,0.01683473,0.01263948,0.001370946,0.9331706,0.002864862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4549662,0.00617427,0.08254927,0.0004180241,0.01759779,0.001021778,0.0002417696,0.002253334,0.4347775],"genre_scores_gemma":[0.9931882,0.0001547125,0.001894169,0.0001212873,0.001268656,0.0001102849,0.00009800692,0.00008131199,0.003083355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6840005,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712288708336887,"score_gpt":0.2278538933885856,"score_spread":0.2107310063052167,"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."}}