{"id":"W4405713435","doi":"10.29173/hsi479","title":"Kreatr","year":2022,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Arts, Culture, and Music Studies","field":"Social Sciences","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002973794,0.00006782429,0.0001231638,0.0001016782,0.01050419,0.00005792572,0.0005289486,0.00001446685,0.0006290536],"category_scores_gemma":[0.000121699,0.00006279002,0.00003489901,0.001115414,0.002362017,0.0002620068,0.0002794484,0.0001545986,0.00005426294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000473178,"about_ca_system_score_gemma":0.001923562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453667,"about_ca_topic_score_gemma":0.0005587564,"domain_scores_codex":[0.9976786,0.00009438673,0.0001703864,0.0003168676,0.001057754,0.0006819644],"domain_scores_gemma":[0.9993583,0.00003904202,0.00009327897,0.0001749707,0.00007707949,0.0002573114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007786535,0.00008997422,0.007537247,0.00001235812,0.000003484184,0.000006954332,0.5039152,0.00003071254,0.00002757421,0.1815354,0.2665916,0.04024169],"study_design_scores_gemma":[0.00007084922,0.00007195752,0.007438623,0.000003666776,0.000001146776,0.000002617883,0.1693792,0.000006785616,0.000003980653,0.001480279,0.8214518,0.00008910179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3851523,0.003741944,0.0001681055,0.07343309,0.01879353,0.001246084,0.00001503372,0.0005873587,0.5168626],"genre_scores_gemma":[0.9864284,0.0002028516,0.000249902,0.00913567,0.0007372484,0.00006305791,9.349866e-7,0.00000450636,0.003177451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6012761,"threshold_uncertainty_score":0.990784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1611002707371191,"score_gpt":0.4420233021158303,"score_spread":0.2809230313787112,"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."}}