{"id":"W7132622144","doi":"","title":"SuperMonkey: A Pay-Per-Session Gym","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Work (physics); Set (abstract data type); Focus (optics); Identification (biology)","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.0009034373,0.002828113,0.001997842,0.002291325,0.002090883,0.001148032,0.001991535,0.003178449,0.01621039],"category_scores_gemma":[0.000455616,0.002354825,0.001801425,0.001506609,0.005085491,0.0008841458,0.001348285,0.00436735,0.3351987],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005730547,"about_ca_system_score_gemma":0.01037908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004179271,"about_ca_topic_score_gemma":0.00004574812,"domain_scores_codex":[0.9860418,0.0007297788,0.002623935,0.004438114,0.004181648,0.001984666],"domain_scores_gemma":[0.9938079,0.0002023182,0.0009986658,0.002912541,0.0007007314,0.00137781],"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":[0.0006084785,0.001858787,0.0005984891,0.003326563,0.002684515,0.01449647,0.0009955927,0.0003962433,0.09263064,0.06593256,0.8123723,0.004099396],"study_design_scores_gemma":[0.001253845,0.0002062337,0.0008744285,0.01009948,0.001369315,0.005488896,0.0001591019,0.0004504129,0.00356844,0.001426645,0.9722056,0.002897619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00243088,0.04440718,0.000330957,0.0002520363,0.04294771,0.001843395,0.0011353,0.001571517,0.905081],"genre_scores_gemma":[0.1616212,0.0006411407,0.0009508494,0.0002476248,0.0133209,0.0004615837,0.0006299513,0.002782076,0.8193447],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3189884,"threshold_uncertainty_score":0.9998889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467246238686882,"score_gpt":0.2614092115727085,"score_spread":0.2467367491858397,"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."}}