{"id":"W4416102948","doi":"10.21083/csieci.v16i2.8684","title":"Note for Ajay","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008097178,0.0002944443,0.0005239344,0.0003081353,0.0002301349,0.00007400743,0.0001263362,0.00018244,0.00002555216],"category_scores_gemma":[0.005531729,0.0002773248,0.0001832317,0.0003261225,0.0003423129,0.0004279021,0.000137136,0.0003060177,0.000004973737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117603,"about_ca_system_score_gemma":0.0002390665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001530147,"about_ca_topic_score_gemma":0.0001181567,"domain_scores_codex":[0.997741,0.0001208398,0.0007381446,0.0005492523,0.0002823409,0.0005683539],"domain_scores_gemma":[0.9973025,0.001619424,0.00005961134,0.0003225568,0.0005724629,0.0001234852],"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":[0.001580199,0.001342228,0.005417519,0.006833922,0.0003064578,0.00005577775,0.004694531,0.00001357659,0.04920287,0.7636012,0.009334497,0.1576172],"study_design_scores_gemma":[0.03768314,0.01327896,0.1208436,0.007662629,0.004311334,0.0002492371,0.04689961,0.0419522,0.2190826,0.2514775,0.2516444,0.004914829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5251706,0.007471833,0.1799317,0.2472939,0.006605972,0.01151281,0.0002689397,0.00139892,0.02034531],"genre_scores_gemma":[0.977675,0.0003198812,0.009861552,0.01046072,0.0003914722,0.0009076359,0.0001042531,0.00003177064,0.0002477203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5121238,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06689980930248539,"score_gpt":0.4788406350899849,"score_spread":0.4119408257874995,"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."}}