{"id":"W4401121383","doi":"10.3998/circus.6443","title":"Guidance","year":2024,"lang":"en","type":"article","venue":"Circus Arts Life and Sciences","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Circus School","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001120059,0.00005897916,0.00007114126,0.00006542776,0.001030971,0.0005861283,0.0002157501,0.00003745034,0.0004806344],"category_scores_gemma":[0.0004866312,0.00004297194,0.0000265272,0.0004101567,0.00143493,0.0003900426,0.00003278435,0.00006825305,0.0002914252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001732574,"about_ca_system_score_gemma":0.0003302495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003648478,"about_ca_topic_score_gemma":0.0002398785,"domain_scores_codex":[0.9989841,0.00005763609,0.0001033354,0.0002670759,0.0003174123,0.0002704453],"domain_scores_gemma":[0.9995916,0.00017319,0.00001163323,0.0000629385,0.00003087196,0.0001297573],"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":[0.000001674429,0.0000108626,0.001993067,0.00001877792,0.000008056282,0.00001720124,0.02818889,0.000004685499,0.000358719,0.9005628,0.03539172,0.03344351],"study_design_scores_gemma":[0.00002551256,0.00004650483,0.0006026187,0.00004687887,0.000004077408,0.000004544969,0.003164565,0.0006519051,0.0001304905,0.0155576,0.9796249,0.0001404309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1852293,0.007529118,0.0002187478,0.01060035,0.001161208,0.000120935,0.000001522316,0.0002003496,0.7949384],"genre_scores_gemma":[0.9929588,0.0002260165,0.00009414319,0.0009564064,0.0003422741,0.000004561246,1.092363e-7,0.000003534314,0.005414193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9442332,"threshold_uncertainty_score":0.7929501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001931473470988,"score_gpt":0.3432187749750591,"score_spread":0.2430256276279604,"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."}}