{"id":"W6969384008","doi":"10.5281/zenodo.858835","title":"D5.2 - Report On System Integration And Application Implementation","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkinson Canada","funders":"European Commission","keywords":"Deliverable; Software; System integration; Work (physics); Software system; Current (fluid)","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.003139824,0.0001194199,0.000203803,0.00008923412,0.002585616,0.0008389523,0.0005401609,0.00007453601,0.0009099804],"category_scores_gemma":[0.01922913,0.0001126938,0.00003758808,0.00008477994,0.0001670265,0.0001761424,0.0004685447,0.0001934571,0.00072354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001339985,"about_ca_system_score_gemma":0.00000250499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000208494,"about_ca_topic_score_gemma":6.143183e-7,"domain_scores_codex":[0.9980272,0.0005141979,0.000493105,0.0004238012,0.000348082,0.0001935848],"domain_scores_gemma":[0.9975437,0.0005889875,0.0004837111,0.0008760226,0.0003851227,0.0001224518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006700419,0.00006679697,0.0000109986,0.0001032061,0.00002806834,0.00001590023,0.0001898936,7.056295e-7,0.0013603,0.4649585,0.01837039,0.5148282],"study_design_scores_gemma":[0.003718907,0.00126139,0.01243125,0.0003989211,0.000211327,0.0006974321,0.002714789,0.002563481,0.007421095,0.3697723,0.5979629,0.0008462195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03035489,0.00001320662,0.7668602,0.002002662,0.0004680243,0.002332614,0.0003736052,0.001453411,0.1961414],"genre_scores_gemma":[0.9506069,0.00002075973,0.04776235,0.00005333551,0.0003148671,4.515743e-7,0.000287661,0.0007143109,0.0002393811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.920252,"threshold_uncertainty_score":0.9987129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4014904239077,"score_gpt":0.5169286495282288,"score_spread":0.1154382256205289,"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."}}