{"id":"W4238915145","doi":"10.1007/s11666-012-9781-y","title":"Editorial","year":2012,"lang":"ru","type":"editorial","venue":"Journal of Thermal Spray Technology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; National Research Council Canada","funders":"","keywords":"Materials science; Engineering ethics; 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":["metaresearch","metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.006502932,0.001939898,0.004247435,0.005156364,0.0004000022,0.0002343347,0.006502291,0.01646226,0.002353078],"category_scores_gemma":[0.01422327,0.001708049,0.001876209,0.002271539,0.001762011,0.001294068,0.001363466,0.01918715,0.0101475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002544539,"about_ca_system_score_gemma":0.003177877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002855566,"about_ca_topic_score_gemma":0.00001512354,"domain_scores_codex":[0.9855254,0.0007985749,0.004580355,0.0008585292,0.005298999,0.002938099],"domain_scores_gemma":[0.9770755,0.001885102,0.01300195,0.001920191,0.005241287,0.0008760337],"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":[0.0030754,0.00115851,0.0004867273,0.000117279,0.002164406,0.0003006969,0.0001232502,0.00003976965,0.09343454,0.000283874,0.8954972,0.003318365],"study_design_scores_gemma":[0.00555924,0.003063402,0.00002608911,0.0007223677,0.002349208,0.0004929901,0.0001867569,0.000001718514,0.008174553,0.0006928138,0.9773099,0.001420927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.008838674,0.01058257,0.00003653927,0.0009280174,0.9772487,0.0005192706,0.000411791,0.0003326285,0.001101791],"genre_scores_gemma":[0.02077718,0.0006658898,0.001265743,0.00002140064,0.9756238,0.00001711231,0.0000333627,0.0008529581,0.0007425363],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08525999,"threshold_uncertainty_score":0.9993345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007163500579490618,"score_gpt":0.2641156783716797,"score_spread":0.256952177792189,"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."}}