{"id":"W4253856270","doi":"10.1088/1757-899x/1121/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Pigment Synthesis and Properties","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honor; Library science; George (robot); History; Political science; Art history; Computer science","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":[0.001576418,0.001100227,0.0007101616,0.002293506,0.002742842,0.005120451,0.001810533,0.002451126,0.6098142],"category_scores_gemma":[0.008394754,0.0003705494,0.0007811584,0.001793182,0.0007047736,0.003447699,0.002979481,0.003635755,0.4578915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002394739,"about_ca_system_score_gemma":0.003417451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00467661,"about_ca_topic_score_gemma":0.005410458,"domain_scores_codex":[0.9987018,0.0001722274,0.00008782382,0.0002275352,0.0006405545,0.0001700384],"domain_scores_gemma":[0.9958563,0.0003998924,0.0001610344,0.0003476032,0.002371205,0.0008639446],"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":[0.00002219426,0.00001473856,0.00007323808,0.00008228107,0.000001299152,0.00003393651,0.00004315771,0.00003325696,0.00007801411,0.002642774,0.9686735,0.02830154],"study_design_scores_gemma":[0.000002474113,0.000008961777,0.0001506339,0.00008082548,6.667908e-7,0.00003452532,0.00004994561,0.00001247298,0.00003536392,0.0006414609,0.9989796,0.000003108912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001094568,0.007319123,0.003070996,0.02360009,0.1239586,0.0006276595,0.01130133,0.001944102,0.8270834],"genre_scores_gemma":[0.00379965,0.003647904,0.001684981,0.006284822,0.01223411,0.0003170784,0.009647753,0.0007548486,0.9616289],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6098142,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963366348846932,"score_gpt":0.2020162360965216,"score_spread":0.1823825726080523,"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."}}