{"id":"W7154604279","doi":"10.1353/mos.2023.a987213","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Mosaic","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[],"category_scores_codex":[0.0001468075,0.00003456842,0.00003596953,0.00007800513,0.00003430575,0.00001065818,0.00004484423,0.00001535587,0.0005937281],"category_scores_gemma":[0.00005873877,0.0000342179,0.00001489862,0.0006609253,0.00001417942,0.00005571751,0.00002016966,0.00003986323,0.2401224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003267705,"about_ca_system_score_gemma":0.000006176352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065153,"about_ca_topic_score_gemma":0.000005526221,"domain_scores_codex":[0.9996017,0.00001699765,0.00004714103,0.0001133203,0.00009634177,0.000124554],"domain_scores_gemma":[0.9997836,0.000006647006,0.00001200574,0.0001628076,0.00001324586,0.00002165927],"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":[0.000003206758,0.000005232816,0.0004133539,0.000001826225,0.000003395634,0.000002957644,0.00006278038,0.0001360691,0.04257948,0.0005368787,0.9542985,0.001956335],"study_design_scores_gemma":[0.00009547732,0.000009848843,0.01039836,9.343373e-7,0.000003701754,0.000003450348,0.00003329925,0.0008896458,0.007328453,0.0008053057,0.9803778,0.000053755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988683,0.00002197432,0.00002048044,0.00464822,0.0008231677,0.00008058322,0.0000214567,0.001713942,0.003987143],"genre_scores_gemma":[0.9689747,0.000003346526,0.0001003353,0.00005693528,0.001897458,0.00001947677,0.0002190067,0.00005638512,0.02867236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395287,"threshold_uncertainty_score":0.7604693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671698679648673,"score_gpt":0.2565348541742307,"score_spread":0.2398178673777439,"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."}}