{"id":"W3183288788","doi":"10.1002/mame.202100439","title":"New Leadership, New Layout","year":2021,"lang":"en","type":"article","venue":"Macromolecular Materials and Engineering","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Engineering drawing; Polymer science; Engineering","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008377906,0.00159801,0.001255943,0.002600221,0.005880946,0.02705081,0.003303198,0.004376752,0.4619161],"category_scores_gemma":[0.04459462,0.0009739881,0.001281003,0.001987885,0.003752423,0.01774778,0.009435964,0.009860302,0.3660547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004110646,"about_ca_system_score_gemma":0.008061335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001947585,"about_ca_topic_score_gemma":0.005282584,"domain_scores_codex":[0.9876124,0.002186918,0.0007309063,0.00173067,0.006562445,0.001176739],"domain_scores_gemma":[0.9548699,0.002645407,0.001662089,0.005759362,0.020912,0.01415122],"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":[0.00001661999,0.00001590591,0.00005612409,0.00009524141,0.000004168707,0.00005338337,0.0002324095,0.00001799253,0.0001613412,0.005019009,0.9515554,0.04277234],"study_design_scores_gemma":[0.000003238739,0.000006081376,0.000042735,0.00003739811,0.00000141765,0.00004686056,0.0001670474,0.000008611413,0.00002652618,0.0007938845,0.9988612,0.000004988483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000900498,0.01226499,0.008922681,0.2239218,0.3809811,0.0003067799,0.001189891,0.006586209,0.3649261],"genre_scores_gemma":[0.006095479,0.005982843,0.00457903,0.0418011,0.05171819,0.0001987272,0.0007304951,0.003076262,0.8858178],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9729492,"threshold_uncertainty_score":0.7675114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07036137571943096,"score_gpt":0.3103417667019301,"score_spread":0.2399803909824992,"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."}}