{"id":"W7132174677","doi":"","title":"SuperMonkey: A Pay-Per-Session Gym","year":2024,"lang":"en","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Dilemma; Pace; Competition (biology); Quality (philosophy); Test (biology); Customer satisfaction; Container (type theory)","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":[0.0002176469,0.0008075174,0.000623261,0.0009116658,0.000353233,0.0002127115,0.0006422464,0.000994755,0.002999987],"category_scores_gemma":[0.0001062944,0.0006242004,0.0004419908,0.0004193708,0.001001397,0.0001841077,0.0003326514,0.001159947,0.08521275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091292,"about_ca_system_score_gemma":0.001807128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004567044,"about_ca_topic_score_gemma":0.00005382267,"domain_scores_codex":[0.9959443,0.0001405573,0.000611196,0.001330496,0.001390097,0.0005833727],"domain_scores_gemma":[0.9981813,0.00004147022,0.0002592485,0.001063483,0.0001171815,0.0003372939],"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":[0.0000368403,0.0001609557,0.00009660449,0.0004229354,0.0002923745,0.00180864,0.00007819302,0.000015107,0.009114819,0.01683225,0.9706581,0.0004831551],"study_design_scores_gemma":[0.0003444605,0.00003397793,0.0001639739,0.002359501,0.000225699,0.001046142,0.00002481623,0.0000376429,0.0008164318,0.0005479624,0.9935739,0.0008255138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001828122,0.01353801,0.0001126956,0.00007848121,0.01178418,0.0005450248,0.0005207813,0.002380457,0.9708576],"genre_scores_gemma":[0.0136994,0.0001022146,0.0007491977,0.0001288859,0.005830221,0.0001938172,0.0004620994,0.001999907,0.9768342],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08221277,"threshold_uncertainty_score":0.9996209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375656663099015,"score_gpt":0.2614685259539227,"score_spread":0.2477119593229325,"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."}}