{"id":"W4404481752","doi":"10.3998/circus.7102","title":"Spotlight on Science","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":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.002341652,0.00008713036,0.00009069974,0.0002438328,0.002544443,0.001204785,0.0004549492,0.00003925585,0.0003703665],"category_scores_gemma":[0.0008442813,0.00006045692,0.00003042116,0.001250946,0.00549539,0.0006755345,0.00005703991,0.0001108434,0.0005082107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005052544,"about_ca_system_score_gemma":0.0009744827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002162579,"about_ca_topic_score_gemma":0.00009003048,"domain_scores_codex":[0.9980986,0.00004882667,0.0001213059,0.0004800302,0.0007968635,0.0004543714],"domain_scores_gemma":[0.9993361,0.000233694,0.00001603642,0.0001079532,0.00005859214,0.000247614],"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":[0.000002393753,0.00001439831,0.0003371562,0.000007053912,0.00000285574,0.00001344907,0.01448792,0.000004805303,0.0007223958,0.9612277,0.004769802,0.01841008],"study_design_scores_gemma":[0.00007106455,0.0002675175,0.001518643,0.0001281049,0.0000084236,0.00001133794,0.006214882,0.001307599,0.002019323,0.02790253,0.960177,0.0003735697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3574324,0.0008791132,0.00003134497,0.009382462,0.001196367,0.0001219728,0.000001127816,0.0001654342,0.6307898],"genre_scores_gemma":[0.9950513,0.0001314917,0.00004884676,0.001644289,0.000326143,0.000004450189,8.618132e-8,0.000004739699,0.002788637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9554072,"threshold_uncertainty_score":0.999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09382674209351244,"score_gpt":0.3521475354852227,"score_spread":0.2583207933917102,"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."}}