{"id":"W4239657228","doi":"10.1088/1755-1315/728/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beijing; China; Library science; Political science; Sustainable development; Public relations; Medical education; Medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003241762,0.0000967329,0.00009727092,0.00004222125,0.001203802,0.000389324,0.0002157254,0.00003417021,0.002470295],"category_scores_gemma":[0.00005008567,0.00009709621,0.00002466361,0.0002742083,0.002248028,0.0007859958,0.000235626,0.00007622648,0.00007365354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003718236,"about_ca_system_score_gemma":0.0002668295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00036393,"about_ca_topic_score_gemma":0.00213718,"domain_scores_codex":[0.9985939,0.00004942447,0.0001140853,0.0003768982,0.0004616815,0.0004039931],"domain_scores_gemma":[0.9994872,0.00001637751,0.00003547878,0.000186465,0.00002556001,0.0002488732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002707951,0.0001989776,0.006266657,0.00002360218,0.00001864722,0.0000769164,0.02022169,0.00002381939,0.1222397,0.5250995,0.0003076463,0.3254958],"study_design_scores_gemma":[0.0003676964,0.0001451943,0.1150995,0.00004707944,0.00002200309,0.00002570879,0.08603871,0.0001502557,0.05824862,0.004662912,0.7345922,0.0006001787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8622022,0.0001752281,0.00007758654,0.002597222,0.0001819416,0.0001093513,0.00001198818,0.00003861325,0.1346059],"genre_scores_gemma":[0.9851619,0.001762751,0.0006021312,0.0001950159,0.00004413475,0.000007836925,0.000006969976,0.000003059312,0.01221623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7342845,"threshold_uncertainty_score":0.9984416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857961584384111,"score_gpt":0.2366860941489143,"score_spread":0.2181064783050732,"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."}}