{"id":"W4416102994","doi":"10.21083/csieci.v16i2.8675","title":"Message for Ajay","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Biotechnology and Related Fields","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005727791,0.001072271,0.001260791,0.0008326732,0.006143779,0.006531733,0.001882201,0.01939674,0.03523406],"category_scores_gemma":[0.04226649,0.000549754,0.001045424,0.0005096916,0.003202647,0.006292934,0.003942359,0.04300168,0.02099904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003322219,"about_ca_system_score_gemma":0.006090564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007641552,"about_ca_topic_score_gemma":0.0111002,"domain_scores_codex":[0.9955284,0.0008693066,0.0002905183,0.0008753879,0.0019626,0.0004738501],"domain_scores_gemma":[0.9809063,0.004945119,0.001009293,0.0007924991,0.008314908,0.004031963],"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":[0.00002907906,0.00001168361,0.00004702067,0.00003556917,0.00000389114,0.00007596764,0.0001131093,0.000006991759,0.00006206167,0.001715704,0.9955741,0.002324839],"study_design_scores_gemma":[0.0000114927,0.0000158285,0.0002871998,0.0001002168,0.000005021447,0.0001104476,0.0004042337,0.00003002536,0.00007240741,0.00114602,0.9977969,0.00002020238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0001705848,0.002678255,0.0001190476,0.911738,0.07994241,0.00002113605,0.00005851528,0.00007126795,0.005200701],"genre_scores_gemma":[0.002612836,0.001049146,0.0003174092,0.9163656,0.02206439,0.00007405612,0.00003274083,0.0000727798,0.05741104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03523406,"threshold_uncertainty_score":0.1178697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05434655197132276,"score_gpt":0.4546121772885873,"score_spread":0.4002656253172645,"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."}}