{"id":"W4206547797","doi":"10.1088/1742-6596/2006/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Coronavirus disease 2019 (COVID-19); Political science; Public relations; Media studies; Operations research; Sociology; Computer science; Engineering; Medicine","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":[0.001953345,0.001250656,0.0009436323,0.002393807,0.003551925,0.005028178,0.001931003,0.001905277,0.5545175],"category_scores_gemma":[0.01204082,0.0004107957,0.0006988571,0.00217539,0.0008785638,0.004256304,0.002910769,0.003630418,0.4070213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249926,"about_ca_system_score_gemma":0.003445375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003781922,"about_ca_topic_score_gemma":0.004311557,"domain_scores_codex":[0.998486,0.0002603892,0.0001256743,0.0003076714,0.000654146,0.0001660498],"domain_scores_gemma":[0.9944508,0.0008277283,0.0002106324,0.0005199374,0.003115106,0.0008757765],"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":[0.0000371089,0.00001939849,0.0001171589,0.0001184363,0.000002262982,0.00005788271,0.0001666586,0.00004582219,0.0001026153,0.004580511,0.9625418,0.03221038],"study_design_scores_gemma":[0.000003706937,0.00001459163,0.000193712,0.00008627164,0.00000127784,0.00006064703,0.0001569637,0.00002037987,0.00004864308,0.001366463,0.9980429,0.000004399818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002212469,0.008348654,0.007767499,0.03190945,0.1159867,0.00098503,0.02008558,0.002608575,0.810096],"genre_scores_gemma":[0.008994967,0.005641315,0.004409754,0.009171112,0.01465505,0.0006311177,0.01935584,0.001354981,0.9357859],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5545175,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04407434322881788,"score_gpt":0.3040771618648146,"score_spread":0.2600028186359967,"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."}}