{"id":"W2537664923","doi":"","title":"6.6.1 Concrete underlying representations","year":2004,"lang":"en","type":"article","venue":"","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Geology; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00002320577,0.00005354654,0.00004992569,0.00004315645,0.00003189032,0.00002481397,0.00006127646,0.00002237955,0.0001497734],"category_scores_gemma":[0.00001210248,0.00004822972,0.00002393806,0.0001211471,0.00001322781,0.00007526662,0.00001013275,0.00008408069,0.00007500452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004121796,"about_ca_system_score_gemma":0.000007061673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004644799,"about_ca_topic_score_gemma":0.00001022138,"domain_scores_codex":[0.9996324,0.000001589522,0.00006831385,0.00006354967,0.00008728771,0.000146836],"domain_scores_gemma":[0.9998112,0.00001693005,0.000002028086,0.0001044554,0.00001208707,0.00005333839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002056282,0.000001008222,0.0001553129,0.00006456291,0.00005230857,0.0000238095,0.000348794,0.8019599,0.1275324,0.06201146,0.001053753,0.006794591],"study_design_scores_gemma":[0.008468539,0.000293049,0.1675329,0.000264735,0.00007379011,0.0004865198,0.002262652,0.4192181,0.2540939,0.1028503,0.04072637,0.003729247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8210701,0.0002072511,0.04650997,0.0002624909,0.0003421088,0.0001145503,0.000003248271,0.001303314,0.1301869],"genre_scores_gemma":[0.9975312,0.00002020716,0.001996104,0.00001078273,0.00002553356,0.000005782582,0.000003119577,0.00001190154,0.0003953297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3827419,"threshold_uncertainty_score":0.1966751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03032434331974041,"score_gpt":0.2836640842825349,"score_spread":0.2533397409627944,"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."}}