{"id":"W4245159434","doi":"10.1088/1742-6596/1643/1/011001","title":"Preface","year":2020,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Session (web analytics); Library science; Honour; Event (particle physics); Political science; Physics; Computer science; Psychology; Law; Astrophysics","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":[0.001664152,0.001069233,0.0008817011,0.002387787,0.003143211,0.005102497,0.001861491,0.00186443,0.5596309],"category_scores_gemma":[0.01126168,0.0003779705,0.0006741314,0.002018701,0.0009388676,0.003854215,0.002967654,0.003419784,0.4223115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002372718,"about_ca_system_score_gemma":0.003025871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00317898,"about_ca_topic_score_gemma":0.003837861,"domain_scores_codex":[0.9984053,0.0002353487,0.0001172447,0.0003126815,0.0007723303,0.0001571119],"domain_scores_gemma":[0.9953315,0.0007137466,0.0001817194,0.0004904096,0.002467888,0.0008147799],"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":[0.00002920958,0.00001591787,0.0001133682,0.0001206714,0.00000238626,0.00006411554,0.0001517843,0.00004994452,0.0001161552,0.005302713,0.9577336,0.0363002],"study_design_scores_gemma":[0.000002485255,0.00001062321,0.0001652075,0.00007846813,9.824103e-7,0.0000623708,0.00009326686,0.00001502927,0.00004141369,0.001341708,0.9981849,0.000003550524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001789292,0.009454895,0.005993736,0.02854865,0.1125461,0.0005425824,0.01407322,0.002196286,0.8248551],"genre_scores_gemma":[0.007450774,0.00535078,0.002772905,0.007305521,0.01537448,0.000323392,0.01310859,0.001284595,0.9470291],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5596309,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03894632748367644,"score_gpt":0.245678164266395,"score_spread":0.2067318367827185,"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."}}