{"id":"W4405647224","doi":"10.1353/mos.2022.a948433","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Mosaic","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0001660252,0.00003090875,0.00003330732,0.00004444682,0.0001423184,0.000006454625,0.0000684929,0.000004392305,0.009366091],"category_scores_gemma":[0.0000170692,0.00003527687,0.0000155563,0.0002665979,0.0000100623,0.00003828937,0.00006901391,0.00009152447,0.006850156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404294,"about_ca_system_score_gemma":0.00001082445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001908433,"about_ca_topic_score_gemma":0.000002421596,"domain_scores_codex":[0.9995377,0.00005469248,0.00004682342,0.0001146475,0.0001542461,0.00009188649],"domain_scores_gemma":[0.9997902,0.000003674579,0.0000187678,0.0001637385,0.000007413068,0.00001621958],"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":[0.00001269539,0.00003377553,0.0003580716,8.144946e-7,0.000004210905,0.000002825971,0.0001185228,0.001195292,0.03039599,0.001166632,0.9652883,0.001422913],"study_design_scores_gemma":[0.0001005496,0.0000278551,0.0007763545,7.698515e-8,0.000003553708,0.00001910881,0.00008465721,0.0003075165,0.001579865,0.0003809777,0.9966757,0.00004382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853529,0.0001484907,0.00004149728,0.005340044,0.001422322,0.0001428351,0.00009210132,0.0004818379,0.006978024],"genre_scores_gemma":[0.9900189,2.300876e-7,0.0001019327,0.0001171514,0.000588701,0.00005062649,0.0001052504,0.0000281649,0.008989056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03138741,"threshold_uncertainty_score":0.9939231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009576536900059444,"score_gpt":0.222969927802863,"score_spread":0.2133933909028035,"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."}}