{"id":"W4386845976","doi":"10.29173/inton89","title":"Alterations","year":2023,"lang":"en","type":"article","venue":"Intonations","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003505708,0.00107108,0.0005692618,0.001393191,0.005470078,0.01250254,0.002146566,0.004511349,0.2981541],"category_scores_gemma":[0.01588452,0.0005304415,0.001212822,0.0008865163,0.00231567,0.004887093,0.006997494,0.006564417,0.1309314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003031188,"about_ca_system_score_gemma":0.003010736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003326996,"about_ca_topic_score_gemma":0.007336472,"domain_scores_codex":[0.9943737,0.0009080187,0.0003592756,0.001139861,0.002406398,0.0008126617],"domain_scores_gemma":[0.9946159,0.0008974184,0.0003627939,0.001027309,0.002173208,0.0009234346],"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":[0.00005260493,0.00001684476,0.0001413311,0.0001121805,0.000005979301,0.0002366354,0.0006137458,0.00004109516,0.0004529562,0.02441418,0.9488018,0.02511061],"study_design_scores_gemma":[0.000002046269,0.000005157913,0.00008162529,0.00001980391,0.000001080023,0.000032,0.0001296913,0.000008875256,0.00004927048,0.0005016151,0.9991658,0.000003096958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002625579,0.003513092,0.002948136,0.0562482,0.2607276,0.0003537908,0.001297931,0.001858093,0.6704276],"genre_scores_gemma":[0.01350785,0.001066649,0.0009216384,0.02041928,0.02167238,0.0001375357,0.0007404179,0.001041349,0.9404928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2981541,"threshold_uncertainty_score":0.997425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872397600973349,"score_gpt":0.3113756283701185,"score_spread":0.282651652360385,"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."}}