{"id":"W6930172533","doi":"10.5281/zenodo.12235604","title":"The heartless alpha pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Physical Education and Training Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lust; Character (mathematics); Headline; Prime (order theory); Alpha (finance)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005963493,0.0001713222,0.0001894199,0.0001477886,0.004111492,0.000251184,0.000694064,0.0001315798,0.09665999],"category_scores_gemma":[0.0005646208,0.0001269252,0.00006605915,0.0003523002,0.0002519401,0.00003322458,0.0009346146,0.0008560744,0.4752626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146901,"about_ca_system_score_gemma":0.00001358972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003235546,"about_ca_topic_score_gemma":0.000003581755,"domain_scores_codex":[0.9980848,0.0005418202,0.0002465607,0.0003651611,0.0003032647,0.0004583589],"domain_scores_gemma":[0.9989229,0.0000916663,0.0001318595,0.0004863191,0.000230739,0.0001364647],"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":[0.000007526979,0.00003326,2.762166e-7,0.0001779593,0.00009015714,0.000002823253,0.00157854,6.915391e-8,0.00001059337,0.01471734,0.9675584,0.01582299],"study_design_scores_gemma":[0.0001648099,0.00003857064,0.00004800318,0.0002733698,0.00002253716,0.000004293855,0.001644345,0.000007110257,0.000001063442,0.0007244948,0.996939,0.0001323824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001135355,0.0008486224,0.00006621001,0.005846582,0.001146529,0.0005581916,0.0001821734,0.001258916,0.9900814],"genre_scores_gemma":[0.002770101,0.0004377259,0.00002492634,0.0005319259,0.001213483,3.017452e-7,0.0005402061,0.006119973,0.9883614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3786026,"threshold_uncertainty_score":0.997185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09045832786341589,"score_gpt":0.3970492945436648,"score_spread":0.3065909666802489,"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."}}