{"id":"W4401121455","doi":"10.3998/circus.6444","title":"Orientation","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":[0.0008095641,0.00004411468,0.00004992728,0.00006858858,0.0009075424,0.0005210731,0.0001167217,0.0000294915,0.0004312432],"category_scores_gemma":[0.0003252981,0.00003251182,0.00001870282,0.000387786,0.000907101,0.0004321736,0.00001786388,0.00004969095,0.0002059899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001672757,"about_ca_system_score_gemma":0.0002565985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003469157,"about_ca_topic_score_gemma":0.0001993656,"domain_scores_codex":[0.9991869,0.00004809877,0.00008199723,0.00021306,0.0002805306,0.0001893882],"domain_scores_gemma":[0.999687,0.0001370956,0.000009962625,0.00004023227,0.00002830584,0.00009738755],"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":[0.000001649278,0.000008921918,0.00177832,0.00001188884,0.000005777506,0.000007865381,0.0478912,0.000004180799,0.0002759529,0.9014403,0.0109369,0.03763707],"study_design_scores_gemma":[0.00005249978,0.00009215133,0.001214201,0.00004323251,0.000008815635,0.000005493919,0.0145107,0.001212985,0.0002562086,0.02948941,0.9529196,0.0001947232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4524926,0.001813618,0.0003361491,0.006340865,0.00128488,0.000124227,0.000001134139,0.0001579778,0.5374485],"genre_scores_gemma":[0.9962444,0.0001357784,0.00006226962,0.0005577508,0.0002628703,0.000003934415,2.892249e-7,0.000002594378,0.002730124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9419827,"threshold_uncertainty_score":0.6980174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09605312301573221,"score_gpt":0.3511207410431162,"score_spread":0.255067618027384,"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."}}