{"id":"W4231461450","doi":"10.1088/1757-899x/1171/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gratitude; Library science; Relevance (law); Engineering ethics; Pleasure; Political science; Engineering; Computer science; Psychology","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":[0.00156872,0.001051557,0.0008919401,0.002295552,0.002578296,0.004458949,0.001844415,0.00182516,0.541824],"category_scores_gemma":[0.007732621,0.0003420261,0.0007755177,0.001900894,0.0005791871,0.003087099,0.002275335,0.002650755,0.3458782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847267,"about_ca_system_score_gemma":0.002903805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002917894,"about_ca_topic_score_gemma":0.003438658,"domain_scores_codex":[0.9986401,0.0001800412,0.0001077056,0.000256948,0.0006871106,0.0001279782],"domain_scores_gemma":[0.9958977,0.0004702217,0.0001406178,0.0003326425,0.002508936,0.0006498689],"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":[0.00003738983,0.00001924701,0.0001066006,0.0001760451,0.000003380789,0.00007321998,0.0000879334,0.00005806801,0.000178468,0.003051332,0.9503862,0.04582225],"study_design_scores_gemma":[0.000003736925,0.00001449654,0.0001877416,0.0001058555,0.000001924795,0.00008483088,0.00008889302,0.00002077784,0.00008344461,0.0008951859,0.998509,0.00000401728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001898911,0.01474441,0.006910811,0.02671618,0.1666207,0.0007543968,0.01025271,0.002045865,0.7700559],"genre_scores_gemma":[0.007224383,0.008653669,0.003895633,0.006093772,0.02008296,0.0003719563,0.01154338,0.0009733353,0.941161],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.541824,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01961759269805395,"score_gpt":0.2192947673611152,"score_spread":0.1996771746630613,"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."}}