{"id":"W4247932687","doi":"10.6000/1927-5129","title":"Journal of Basic & Applied Sciences","year":2022,"lang":"en","type":"paratext","venue":"Journal of Basic & Applied Sciences","topic":"","field":"","cited_by":3,"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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.02678422,0.0012829,0.00325266,0.005541049,0.002733181,0.001412612,0.00942044,0.0004889948,0.02362465],"category_scores_gemma":[0.0004248423,0.0009677131,0.001235915,0.007653992,0.006458312,0.001199762,0.0008931117,0.004444737,0.006984149],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118288,"about_ca_system_score_gemma":0.01076885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002043248,"about_ca_topic_score_gemma":0.00002810684,"domain_scores_codex":[0.9804252,0.0006087336,0.004821675,0.001282733,0.01096515,0.001896443],"domain_scores_gemma":[0.9802033,0.001311751,0.01577974,0.0007643508,0.001051436,0.0008894289],"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":[0.0007086146,0.0007630497,0.0001042134,0.000180346,0.0004725574,0.00009464886,0.001944444,0.02249499,0.05946201,0.003460341,0.9035882,0.00672657],"study_design_scores_gemma":[0.003078913,0.002069364,0.000210395,0.0005826171,0.0007412389,0.003045465,0.007759337,0.00005095589,0.006835089,0.00419258,0.9696093,0.001824717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1680739,0.0131833,0.001111441,0.001104021,0.01910807,0.001348263,0.0003804918,0.0000630601,0.7956275],"genre_scores_gemma":[0.9348527,0.002401605,0.02499116,0.001753945,0.01251254,0.00008840861,0.00004317359,0.0005432362,0.02281321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7728143,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0510844149908113,"score_gpt":0.3141600127832934,"score_spread":0.2630755977924821,"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."}}