{"id":"W4250280662","doi":"10.1088/1757-899x/800/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001540987,0.001185607,0.0009825933,0.002248636,0.002974331,0.006150421,0.001828911,0.002141939,0.585683],"category_scores_gemma":[0.007726039,0.0003551152,0.000730037,0.001881795,0.0007212685,0.003981054,0.003414805,0.003240813,0.4160629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002000726,"about_ca_system_score_gemma":0.003128762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002667946,"about_ca_topic_score_gemma":0.003075743,"domain_scores_codex":[0.9985025,0.0001784576,0.0001031626,0.0002933094,0.0007450337,0.0001775398],"domain_scores_gemma":[0.9959573,0.0004150799,0.000132034,0.0003783529,0.002240357,0.0008768825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002454049,0.00001868896,0.00007932835,0.0001033739,0.000002012599,0.00004177588,0.00008176412,0.00003917365,0.000132885,0.003418029,0.9539743,0.04208406],"study_design_scores_gemma":[0.000002487342,0.0000110679,0.0001714136,0.00007042196,9.858927e-7,0.0000475128,0.00007827421,0.00001772985,0.00004566099,0.0007828626,0.998768,0.000003459105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001412005,0.01114936,0.004133306,0.02360991,0.1557027,0.000566365,0.007873235,0.001759102,0.7937939],"genre_scores_gemma":[0.005603809,0.005543881,0.001788864,0.005377189,0.01872628,0.0002972644,0.008238648,0.0008000654,0.9536239],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.414317,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902931539914656,"score_gpt":0.2118350929864666,"score_spread":0.19280577758732,"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."}}