{"id":"W7100427907","doi":"","title":"ARASH ZAMYADI COMPARAISON DE DIFFERENTES METHODES D'ESTIMATION DE LA","year":2015,"lang":"en","type":"article","venue":"","topic":"Statistical Methods and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Work (physics); Constraint (computer-aided design); Action (physics)","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":[0.001131892,0.0001114089,0.0001988659,0.00003679063,0.00006024738,0.00006319179,0.0001260798,0.00007340108,0.0001308597],"category_scores_gemma":[0.003430274,0.00008951753,0.00004005504,0.0001035219,0.00008011169,0.00003943978,0.0000318678,0.0001184386,0.0000603364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006751039,"about_ca_system_score_gemma":0.00004669905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007964373,"about_ca_topic_score_gemma":0.00001503002,"domain_scores_codex":[0.9988765,0.0004262286,0.0002090718,0.0001440275,0.0001389816,0.0002051692],"domain_scores_gemma":[0.9946607,0.004797701,0.00006446436,0.0002266372,0.0000612121,0.0001892372],"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":[0.000007799844,0.0001629399,0.001178382,0.00003092073,0.00001557006,8.311997e-7,0.0005195437,0.00002301257,0.001481747,0.9677583,0.01249398,0.01632699],"study_design_scores_gemma":[0.0002525485,0.00001804264,0.002987734,0.00001707435,0.00004743593,0.0000198665,0.0001430702,0.03525538,0.002060311,0.9558044,0.003275822,0.0001182797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0824699,0.00002161632,0.8992247,0.0003033724,0.00002094815,0.000134615,0.00001035189,0.0001402693,0.01767424],"genre_scores_gemma":[0.1709073,0.000002866721,0.828203,0.00009760146,0.00003524442,0.00005482506,0.000006610569,0.00001484339,0.0006777932],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08843736,"threshold_uncertainty_score":0.4106606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6418526523493491,"score_gpt":0.5994595183694917,"score_spread":0.04239313397985733,"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."}}