{"id":"W4214931921","doi":"10.1515/secm-2014-masthead1","title":"Masthead","year":2013,"lang":"en","type":"paratext","venue":"Science and Engineering of Composite Materials","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Composite material; Materials processing; Engineering; Process engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008552187,0.0003539874,0.0006901437,0.0006381852,0.00009504028,0.000376791,0.000669304,0.0001421702,0.001717768],"category_scores_gemma":[0.00006495868,0.0003189396,0.00003419925,0.0005388835,0.0005098666,0.0003713069,0.0002892942,0.0001109786,0.01030443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000916172,"about_ca_system_score_gemma":0.0001617102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001044478,"about_ca_topic_score_gemma":1.161986e-7,"domain_scores_codex":[0.9978535,0.0000206531,0.0004627422,0.0004486023,0.000684502,0.0005300335],"domain_scores_gemma":[0.9988273,0.00004130164,0.000223258,0.000434038,0.0003054308,0.0001687075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007122571,0.00000985821,9.142998e-7,0.000362949,0.00001286043,8.478222e-7,0.00007517842,0.0005807283,0.9768168,0.0001730004,0.02190525,0.00005445995],"study_design_scores_gemma":[0.0001443442,0.00006846445,0.0007381579,0.0008265598,0.00002701109,0.00002791633,0.000007999761,0.000246954,0.9432285,0.00001164614,0.05417125,0.0005011635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774284,0.000883065,0.00007652966,0.00003527753,0.004613676,0.0004522506,0.0005257803,0.0001038008,0.01588122],"genre_scores_gemma":[0.9874175,0.0001659554,0.002799493,0.00002770103,0.0004323923,0.00005284981,0.00006629197,0.0001531442,0.008884672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0335883,"threshold_uncertainty_score":0.9999263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005614014265458,"score_gpt":0.2337860102571961,"score_spread":0.2237298701145416,"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."}}