{"id":"W6944110104","doi":"10.17605/osf.io/7a9fp","title":"PURC 2023- Seph Christopher King","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004555797,0.0002506519,0.000524985,0.0003400685,0.0003206872,0.000205407,0.000908002,0.0001517946,0.7555668],"category_scores_gemma":[0.001145143,0.0003257733,0.0002632814,0.000515925,0.0001823228,0.0003439043,0.001486211,0.0002538243,0.9933084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304983,"about_ca_system_score_gemma":0.00003239694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005157834,"about_ca_topic_score_gemma":0.00003562101,"domain_scores_codex":[0.9963912,0.00004912334,0.000747603,0.002115248,0.00008330115,0.0006135379],"domain_scores_gemma":[0.9971492,0.0001316383,0.0003436176,0.002163524,0.00004365449,0.0001683948],"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":[0.00002531904,0.0001174013,0.06601127,0.00006165727,0.0002531513,0.00002631001,0.001988967,0.001341829,0.0001251831,0.03788951,0.8888016,0.003357808],"study_design_scores_gemma":[0.000451891,5.638907e-7,0.02892353,0.00002379026,0.00001204985,0.00000480305,0.0005094545,0.00169931,0.0001725375,0.01625475,0.9515411,0.0004061831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05079801,0.00001271519,0.0002078636,0.0003689046,0.002476695,0.0003287577,0.0001230842,0.0002162394,0.9454677],"genre_scores_gemma":[0.1465799,0.0002065996,0.0001857989,0.0001624989,0.000120771,0.0001008483,0.00001553613,0.00003284277,0.8525952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2377416,"threshold_uncertainty_score":0.9999194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03656144740532631,"score_gpt":0.2293415034921362,"score_spread":0.1927800560868099,"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."}}