{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000167626,0.0001796036,0.0001943486,0.00007774741,0.00008705594,0.0003364729,0.000287278,0.00004368753,0.0001338638],"category_scores_gemma":[0.0001328109,0.0001664961,0.00001248839,0.0003877205,0.0001531899,0.0006932945,0.0001081391,0.0001126618,0.0000236252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003134509,"about_ca_system_score_gemma":0.00004430131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006068306,"about_ca_topic_score_gemma":7.674131e-7,"domain_scores_codex":[0.9988629,0.000003373007,0.0001654782,0.0002352348,0.0003007776,0.000432232],"domain_scores_gemma":[0.9994909,0.00001155386,0.000009903508,0.0001288145,0.00008882574,0.0002699767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004581398,6.420558e-7,0.000004792484,0.0001631267,0.000004350584,0.000004510146,0.0003680708,0.008689377,0.9872977,0.001868478,0.00005445575,0.001539919],"study_design_scores_gemma":[0.0001302428,0.00006659148,0.002383652,0.000042159,0.000004562188,0.00002872972,0.0001065864,0.05814118,0.9335933,0.00005024937,0.00508738,0.0003653341],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964529,0.0001163752,0.0009838878,0.000371132,0.0004320132,0.0001055067,0.00001471786,0.0005895537,0.000933957],"genre_scores_gemma":[0.9988852,0.0001493643,0.0007625728,0.00002817044,0.0001160104,0.00001253384,0.000001942823,0.00002065322,0.00002359174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05370437,"threshold_uncertainty_score":0.6789514,"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."}}