{"id":"W4388957141","doi":"10.4028/b-h8nwzf","title":"THERMEC 2016","year":2016,"lang":"en","type":"book","venue":"Trans Tech Publications Ltd. eBooks","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001468583,0.000618048,0.0006075415,0.0005228288,0.0005364538,0.0005510818,0.00286989,0.0005834525,0.01241033],"category_scores_gemma":[0.0001538711,0.0004701763,0.000228056,0.0001134697,0.0008703504,0.0003024759,0.0002046412,0.0004805335,0.005959525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003089228,"about_ca_system_score_gemma":0.001628226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003295313,"about_ca_topic_score_gemma":0.00002746136,"domain_scores_codex":[0.9960263,0.0002049323,0.0008527507,0.001228825,0.0008526459,0.0008344839],"domain_scores_gemma":[0.9962365,0.0002596545,0.0005453287,0.0023092,0.0003752599,0.0002740395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002396242,0.00007679652,0.00001240228,0.0001809213,0.00003929224,0.000005627733,0.0004669574,0.000007132056,0.6057797,0.1292701,0.2230847,0.04105237],"study_design_scores_gemma":[0.0002665903,0.00005788239,0.00005079869,0.0002544247,0.00005230162,0.00002567332,0.000003922334,0.00001447101,0.01356491,0.02942043,0.955619,0.0006696136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002097164,0.0001004242,0.02354904,0.002713619,0.0007491665,0.0009549963,0.0005477639,0.001662959,0.9695123],"genre_scores_gemma":[0.00178923,0.00003225741,0.007282954,0.0003252839,0.0005334333,0.0004343515,0.00007863086,0.0001536756,0.9893702],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7325343,"threshold_uncertainty_score":0.999775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151524185489082,"score_gpt":0.2609901237998623,"score_spread":0.2458377052509541,"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."}}