{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004028219,0.0008645913,0.0009526536,0.002491029,0.003362745,0.006367299,0.002330133,0.009614023,0.7177651],"category_scores_gemma":[0.03427896,0.0006043222,0.001055267,0.001047673,0.001028901,0.002992427,0.003797166,0.004747096,0.5884792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002796833,"about_ca_system_score_gemma":0.01072147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01297369,"about_ca_topic_score_gemma":0.03121828,"domain_scores_codex":[0.9950766,0.0008193885,0.0001763054,0.0004174357,0.002744297,0.0007660191],"domain_scores_gemma":[0.9838958,0.002675711,0.0004602926,0.001636754,0.008442615,0.002888882],"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":[0.00001093546,0.00001272205,0.00005078048,0.00002027141,6.608461e-7,0.00002579034,0.00002868761,0.00002200266,0.00004211718,0.003052988,0.9811252,0.01560793],"study_design_scores_gemma":[0.000009594397,0.000005244672,0.00008622459,0.00004108137,7.884738e-7,0.00002587912,0.00004790547,0.00003442639,0.00003282885,0.001457291,0.9982551,0.000003602029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003190926,0.000556311,0.00237423,0.02591486,0.005218832,0.0005063463,0.002991088,0.00183681,0.9602826],"genre_scores_gemma":[0.001454166,0.0002750208,0.001036471,0.00950826,0.0007524758,0.0002672415,0.00106354,0.0003668768,0.985276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7177651,"threshold_uncertainty_score":0,"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."}}