{"id":"W3121134954","doi":"10.2139/ssrn.3289564","title":"Mixed frequency models with MA components","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Environmental 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":[0.0003330899,0.0001702944,0.0001543823,0.000104525,0.0001608989,0.00003072034,0.0002719362,0.0000773095,0.00001250145],"category_scores_gemma":[0.000004663383,0.0001381057,0.00003613557,0.0001464516,0.00005218044,0.0002437363,0.00001573084,0.001244518,0.00002191995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100125,"about_ca_system_score_gemma":0.0002703626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008133036,"about_ca_topic_score_gemma":0.0002010495,"domain_scores_codex":[0.9975961,0.00002667207,0.000213204,0.0001246843,0.0002275089,0.001811863],"domain_scores_gemma":[0.9995587,0.00001395691,0.00004947962,0.0001843498,0.00008865834,0.0001047925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003679083,0.00008341429,0.009443121,0.0001790208,0.001016021,0.0000596386,0.001294828,0.003254991,0.01672184,0.6661935,0.001898083,0.2994876],"study_design_scores_gemma":[0.0007641969,0.001006219,0.006811447,0.0001300951,0.00003205126,0.001641947,0.0001875545,0.01122896,0.005078201,0.9721432,0.0004828637,0.0004933169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577307,0.0008752619,0.03845602,0.00007775153,0.0005653597,0.0001148864,0.000001454349,0.0004992421,0.00167929],"genre_scores_gemma":[0.9913552,0.0007860822,0.006994468,0.000017047,0.0007122119,0.000006757708,0.000001577016,0.00005196968,0.00007467088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3059496,"threshold_uncertainty_score":0.5631787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169995468938552,"score_gpt":0.2499374507082793,"score_spread":0.2282374960188938,"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."}}