{"id":"W2980517336","doi":"10.21008/j.1897-4007.2017.23.02","title":"CHBDC buried structures: challenges in keeping pace with practice and innovation","year":2017,"lang":"pl","type":"article","venue":"Archiwum Instytutu Inżynierii Lądowej","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pace; Business; Process management; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007231347,0.0005122806,0.0005864796,0.0003914825,0.0006644948,0.0003730876,0.0005526476,0.0002388453,0.00001588031],"category_scores_gemma":[0.001054528,0.0004953078,0.00004951014,0.0005532059,0.0004033354,0.0009783037,0.0003058548,0.0009722299,0.00002496523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008864736,"about_ca_system_score_gemma":0.00009917703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003931653,"about_ca_topic_score_gemma":0.0001977735,"domain_scores_codex":[0.9974249,0.0001670952,0.0006002583,0.0007697687,0.0003561609,0.0006818048],"domain_scores_gemma":[0.9973417,0.0004929122,0.0004473307,0.001372327,0.0001748463,0.0001708633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001705729,0.0001733902,0.0007135652,0.0005427266,0.0001778002,0.00004471625,0.00628212,0.0002145079,0.007155319,0.5498713,0.00004184366,0.4346122],"study_design_scores_gemma":[0.004571555,0.0006388993,0.640576,0.001349797,0.0002367538,0.0001306809,0.003985794,0.004362661,0.001766159,0.0491557,0.291084,0.002142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.785114,0.003354356,0.00616513,0.02862632,0.0007732224,0.001901791,0.00006412834,0.0002915979,0.1737095],"genre_scores_gemma":[0.9619978,0.003081866,0.03383173,0.0002567104,0.0004839707,0.0001492536,0.00001763987,0.00009195939,0.00008903792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6398624,"threshold_uncertainty_score":0.9997498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05746994766348773,"score_gpt":0.325406993094163,"score_spread":0.2679370454306753,"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."}}