{"id":"W4200150342","doi":"10.1088/1757-899x/1207/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Enthusiasm; Gratitude; Library science; Engineering; Pleasure; Political science; Operations research; Medical education; Public relations; Psychology; Computer science; Medicine; World Wide Web","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":[0.0002218867,0.0001318021,0.0001719586,0.00006908406,0.00009753789,0.000412271,0.0001250729,0.00004351595,0.0001210101],"category_scores_gemma":[0.00007603692,0.00013181,0.00001196135,0.0002900618,0.00008599681,0.0005568424,0.00004829942,0.0000563891,0.00002467578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003662022,"about_ca_system_score_gemma":0.00006855588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008063303,"about_ca_topic_score_gemma":0.000006420508,"domain_scores_codex":[0.9991319,0.000006878061,0.0001673719,0.0001986761,0.0002014269,0.0002937416],"domain_scores_gemma":[0.9995698,0.000008638011,0.0000130116,0.0001712174,0.0001304051,0.0001068987],"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":[0.000001867313,0.000001497725,0.000002955209,0.00006436776,0.000004628648,0.000006993087,0.0001418887,0.001593585,0.9952676,0.001912562,0.0000246272,0.000977402],"study_design_scores_gemma":[0.0001106357,0.00001498428,0.0006859481,0.00004675981,0.000003918572,0.0001017051,0.0002473217,0.01257323,0.9754586,0.00003402882,0.01052599,0.0001968791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941292,0.000208672,0.0008604277,0.00008995739,0.001612252,0.0000692877,0.000008345205,0.000408716,0.00261316],"genre_scores_gemma":[0.9992055,0.0001227276,0.0003253754,0.0000187866,0.00007971561,0.00002008653,0.000001397474,0.00001363789,0.0002128175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01980902,"threshold_uncertainty_score":0.5375054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009585788433415189,"score_gpt":0.1960072675655189,"score_spread":0.1864214791321037,"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."}}