{"id":"W4394599005","doi":"10.7202/1110548ar","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Performance Matters","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001697811,0.00008376913,0.00005830661,0.0001494008,0.00004955179,0.00009138538,0.00007928914,0.00001831174,0.001543013],"category_scores_gemma":[0.00000319316,0.00007465251,0.00002843917,0.0003116634,0.00004162146,0.0004627905,0.00002063661,0.0001137864,0.07174163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009924662,"about_ca_system_score_gemma":0.00001303442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004398295,"about_ca_topic_score_gemma":6.776266e-7,"domain_scores_codex":[0.999357,0.000008982431,0.0000990101,0.0001981648,0.0001431684,0.0001936878],"domain_scores_gemma":[0.999763,0.000007061335,0.00001129325,0.0001746339,0.00001229599,0.0000317693],"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":[0.00001352466,0.000007930656,0.00113728,0.0001590671,0.0000186495,0.00000375705,0.0003170544,0.0003847823,0.01697869,0.0002509938,0.9638836,0.01684464],"study_design_scores_gemma":[0.00005935206,0.00002233836,0.005290213,0.00003813543,0.00001382421,0.00005415314,0.00003025973,0.02053796,0.008933249,0.00002239039,0.9648623,0.0001358625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742278,0.0001558428,0.0001198111,0.01925572,0.001996139,0.00008035661,0.00000570513,0.0008287716,0.003329796],"genre_scores_gemma":[0.9944752,0.0000180881,0.0001585964,0.0007123191,0.001397518,0.00001986659,0.00001610927,0.00005236328,0.003149972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07019863,"threshold_uncertainty_score":0.9993697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006745248112620087,"score_gpt":0.2254687350607913,"score_spread":0.2187234869481712,"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."}}