{"id":"W4406929761","doi":"10.34158/onoma.59/2024/1","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Onoma","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001309559,0.001085453,0.0007761757,0.002503343,0.002489541,0.008206972,0.002018207,0.002652795,0.4650985],"category_scores_gemma":[0.006007621,0.0003631416,0.000835624,0.002342654,0.001085676,0.005093614,0.00447385,0.002676659,0.2383936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002403022,"about_ca_system_score_gemma":0.0038031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00218021,"about_ca_topic_score_gemma":0.003354745,"domain_scores_codex":[0.9981496,0.0002493011,0.0001218738,0.0004006206,0.0008677794,0.000210842],"domain_scores_gemma":[0.9973314,0.0004675144,0.0001330764,0.0003548162,0.00115325,0.0005599648],"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":[0.00003771656,0.0000320006,0.0003173815,0.0002563337,0.000005535102,0.00009042022,0.0002875522,0.00007090129,0.0002734037,0.01652909,0.8920026,0.09009703],"study_design_scores_gemma":[0.000001978191,0.000006424232,0.0001633085,0.0001034758,0.000001324169,0.0000610562,0.0001004771,0.00002100575,0.00005173013,0.001644685,0.9978409,0.000003573156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001833253,0.01278263,0.003901131,0.02745581,0.06993409,0.000235201,0.005191158,0.001306374,0.8773603],"genre_scores_gemma":[0.009521822,0.008677994,0.002652089,0.009256826,0.01476321,0.0002031729,0.006111093,0.001024537,0.9477893],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5349015,"threshold_uncertainty_score":0.762972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207293384755515,"score_gpt":0.3825266461762584,"score_spread":0.3504537123287032,"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."}}