{"id":"W4412916113","doi":"10.1353/mos.2022.a966595","title":"Images","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":[0.0001297706,0.00003697369,0.0000405288,0.00003647198,0.0001367851,0.000009429283,0.0001206771,0.00000401931,0.005518424],"category_scores_gemma":[0.00001284029,0.00004016583,0.00002180421,0.000195736,0.00001489169,0.00003261348,0.0001342225,0.00008505483,0.007209477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007419795,"about_ca_system_score_gemma":0.00001451613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003387846,"about_ca_topic_score_gemma":0.000001465392,"domain_scores_codex":[0.9995232,0.00005030523,0.0000449108,0.00009519296,0.0001670341,0.0001193579],"domain_scores_gemma":[0.9997828,0.00001070229,0.00001673609,0.0001608353,0.000005969145,0.00002295905],"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":[0.00000784149,0.00004024099,0.002673538,0.000001313735,0.000005652786,0.00002822645,0.0001234584,0.0001703979,0.03988315,0.0003544657,0.9557142,0.0009975603],"study_design_scores_gemma":[0.0001786041,0.00002858655,0.004597062,3.442157e-7,0.00000468983,0.00001587629,0.0000921896,0.0001308042,0.004199501,0.0006394204,0.9900379,0.00007500649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109986,0.0006453876,0.00002153823,0.0008986904,0.0004131354,0.0001844714,0.0007167117,0.0006928231,0.08542863],"genre_scores_gemma":[0.9899392,3.119611e-7,0.0001136083,0.000201846,0.00002853317,0.00004596219,0.00004377143,0.00003214903,0.009594634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07894056,"threshold_uncertainty_score":0.9953907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237555155611093,"score_gpt":0.2406690180131036,"score_spread":0.2282934664569926,"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."}}