{"id":"W4234558532","doi":"10.2140/jomms.2017.12.1","title":"Preface","year":2016,"lang":"en","type":"article","venue":"Journal of mechanics of materials and structures","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001299824,0.0008672353,0.0005559262,0.002706131,0.00236957,0.002678164,0.001164598,0.0009277823,0.4258016],"category_scores_gemma":[0.01150177,0.0002373844,0.000500086,0.001406236,0.0005194942,0.002187064,0.001911706,0.002556428,0.2944788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771546,"about_ca_system_score_gemma":0.002107824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004162934,"about_ca_topic_score_gemma":0.00611501,"domain_scores_codex":[0.999274,0.00008851369,0.000038912,0.0001154756,0.0004197852,0.00006333026],"domain_scores_gemma":[0.9949181,0.0006546594,0.0001523901,0.000415026,0.003243557,0.0006162889],"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":[0.00001998101,0.00001569229,0.00008701681,0.00006081696,0.000001316069,0.00002876757,0.00003702778,0.00004392425,0.00009537744,0.004446338,0.9630646,0.03209913],"study_design_scores_gemma":[0.000003105103,0.000009020398,0.0002399379,0.00008047764,0.000001377265,0.00003373901,0.00004877525,0.00002622262,0.00009355954,0.002987885,0.9964721,0.000003780664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001442056,0.01102353,0.008195727,0.0361646,0.2798355,0.0005411786,0.01027529,0.001488993,0.6510332],"genre_scores_gemma":[0.005474112,0.004174449,0.002413784,0.006332268,0.02708914,0.0002292168,0.005335493,0.0007159814,0.9482356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5741984,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245829691316126,"score_gpt":0.2450691782462973,"score_spread":0.232610881333136,"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."}}