{"id":"W4240866653","doi":"10.1007/s11090-017-9805-y","title":"Foreword","year":2017,"lang":"en","type":"article","venue":"Plasma Chemistry and Plasma Processing","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer 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":[0.00005718078,0.0001647426,0.0001384668,0.000009343527,0.000616403,0.0002919297,0.0002480399,0.0001170355,0.00002048569],"category_scores_gemma":[0.00008967799,0.0001726433,0.00002522283,0.0000314817,0.0001002867,0.0002249705,0.0000554422,0.0001911954,0.00002517472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001470507,"about_ca_system_score_gemma":0.00001901486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002055366,"about_ca_topic_score_gemma":0.00000385825,"domain_scores_codex":[0.9993238,0.000001506184,0.0001449113,0.000197163,0.00009005324,0.0002425508],"domain_scores_gemma":[0.9994503,0.00006338283,0.00006028502,0.0002722885,0.00002722839,0.0001265003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004731177,0.0001405467,0.007037548,0.003588239,0.0001434456,0.00009228546,0.0006154203,0.007026137,0.2306691,0.001343444,0.006745836,0.7425507],"study_design_scores_gemma":[0.0003697204,0.000003629232,0.0008793549,0.0001348347,0.00002514578,0.0000681718,0.00004174576,0.4926754,0.483781,0.0006890057,0.02100764,0.0003242818],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589235,0.000092431,0.0002856022,0.0001982544,0.00006473868,0.00005111272,0.00005371154,0.0001822511,0.0401484],"genre_scores_gemma":[0.996657,0.0001323218,0.002498198,0.00001040632,0.0001246158,0.00003276106,0.00001971452,0.00002485819,0.0005001026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7422264,"threshold_uncertainty_score":0.7040191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111785215969528,"score_gpt":0.2216432258154358,"score_spread":0.2105253736557405,"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."}}