{"id":"W6958261588","doi":"10.6084/m9.figshare.6456062","title":"Mirams - Summing up","year":2018,"lang":"en","type":"other","venue":"Open MIND","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Satellite; Term (time); Set (abstract data type); Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003332604,0.001382117,0.0007845209,0.001264019,0.002545736,0.008337883,0.001451895,0.003216376,0.1883815],"category_scores_gemma":[0.009443727,0.0004513958,0.0009361749,0.000961961,0.001240391,0.008651447,0.006587646,0.00533535,0.1250726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823471,"about_ca_system_score_gemma":0.002757167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600138,"about_ca_topic_score_gemma":0.003625413,"domain_scores_codex":[0.9975582,0.0004783691,0.00009012959,0.0004381961,0.001141046,0.0002940016],"domain_scores_gemma":[0.9954664,0.0006468874,0.0001185758,0.0004045507,0.001649665,0.001714068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005964237,0.00002099471,0.00008759115,0.0001399668,0.000005257148,0.00004894794,0.0001399888,0.0001394137,0.0005049182,0.01443909,0.940557,0.04385711],"study_design_scores_gemma":[0.000003963696,0.00001168453,0.0000562635,0.0000632576,0.000002690478,0.00003829822,0.00006835344,0.00007599923,0.000250895,0.003721561,0.9956985,0.000008596328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00249572,0.03102588,0.02497145,0.1931143,0.2368548,0.0001882749,0.004275335,0.01027761,0.4967966],"genre_scores_gemma":[0.01360612,0.01431169,0.01066773,0.03253741,0.03108945,0.000231667,0.004226743,0.007534193,0.8857949],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1883815,"threshold_uncertainty_score":0.6301988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205865828457316,"score_gpt":0.2773700820388195,"score_spread":0.2453114237542463,"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."}}