{"id":"W4382364605","doi":"10.1525/aft.2023.50.2.51","title":"The Trial of Superdebthunterbot","year":2023,"lang":"en","type":"article","venue":"Afterimage","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001528284,0.0000372115,0.00007424477,0.00001977168,0.0004894015,0.0001129399,0.0002155612,0.00005483879,0.00004733069],"category_scores_gemma":[0.001271629,0.0000267707,0.00006230905,0.0002194921,0.0004301481,0.0001290041,0.00004398939,0.00007870049,0.00008626305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001492002,"about_ca_system_score_gemma":0.0001139693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231382,"about_ca_topic_score_gemma":0.001135045,"domain_scores_codex":[0.9991923,0.0001340278,0.0001218192,0.00006508398,0.0002723164,0.0002144608],"domain_scores_gemma":[0.9992631,0.0004311115,0.00003556973,0.0001267555,0.00009226405,0.00005118378],"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":[0.006294507,0.0002357013,0.0009492298,0.00004117016,0.0001252212,0.00005086765,0.1949947,0.000001426086,0.01194057,0.6165317,0.09431604,0.07451887],"study_design_scores_gemma":[0.0119915,0.0005538411,0.00714442,0.00003981695,0.00002952978,2.2444e-7,0.04346515,0.00002153072,0.001379262,0.08471264,0.8503287,0.0003333837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.795337,0.00003192085,0.000005534357,0.02452403,0.0008572415,0.0002198968,0.000005245038,0.00007991896,0.1789392],"genre_scores_gemma":[0.9943963,0.0003874542,0.00001705789,0.0002012131,0.0002863779,0.00000910932,8.714508e-7,0.000005560435,0.004696058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7560127,"threshold_uncertainty_score":0.376413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05133510168325805,"score_gpt":0.4095212229863402,"score_spread":0.3581861213030821,"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."}}