{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000647051,0.0000264729,0.00002235973,0.00006721434,0.0001233205,0.0001642236,0.000228086,0.00001253436,0.00003351966],"category_scores_gemma":[0.00006100478,0.00002683163,0.00002622181,0.0007395223,0.00001309074,0.0004010608,0.00004936424,0.00002812573,0.001535982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001642985,"about_ca_system_score_gemma":0.00006573081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000354449,"about_ca_topic_score_gemma":0.000004547273,"domain_scores_codex":[0.9996698,0.000007000469,0.00006365425,0.00008906198,0.00009541599,0.00007503213],"domain_scores_gemma":[0.9996876,0.00004664937,0.00001138942,0.0001516723,0.00006602559,0.0000366819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.3509e-8,0.00001497224,0.00003572943,3.78411e-7,0.000002252108,2.872314e-7,0.001411721,0.00008615568,0.00004853889,0.9189427,0.06766634,0.01179094],"study_design_scores_gemma":[0.0001185793,0.0000125026,0.02027919,0.000004021638,0.000001547453,0.000003980435,0.0003469508,0.08875652,0.0004119887,0.1327471,0.757156,0.0001617466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01256808,0.00001681405,0.5107328,0.07036796,0.001578476,0.0001553415,0.000009370335,0.001921947,0.4026491],"genre_scores_gemma":[0.9732346,0.000006479181,0.008624248,0.001089701,0.00004644483,0.00003903342,0.00002362996,0.000003055645,0.0169328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9606665,"threshold_uncertainty_score":0.9992414,"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."}}