{"id":"W4237823735","doi":"10.1145/3365127","title":"Ron Wakkary","year":2019,"lang":"en","type":"article","venue":"interactions","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003742839,0.00005720044,0.00005770829,0.0000941273,0.00003640246,0.00002600847,0.00007984205,0.00001636363,0.0203583],"category_scores_gemma":[0.00002385113,0.0000560809,0.00005169653,0.0001206939,0.00001001587,0.0003378211,0.00002732657,0.0001488606,0.3166876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009522295,"about_ca_system_score_gemma":0.00001525332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007465664,"about_ca_topic_score_gemma":0.00007852379,"domain_scores_codex":[0.9995642,0.00002050835,0.00009065524,0.0001218453,0.0000833395,0.0001194173],"domain_scores_gemma":[0.9995809,0.00006228634,0.00003456053,0.0002465254,0.00003788763,0.00003780401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008420775,0.0003393953,0.03831045,0.00001045205,0.0001088825,0.00001090439,0.0006801506,0.0004011259,0.5521311,0.004736554,0.3990057,0.004181043],"study_design_scores_gemma":[0.0001955225,0.00002948695,0.03020413,0.0000246619,0.00001167903,0.0000536539,0.0002193867,0.0008535648,0.006079881,0.0002943839,0.9619161,0.0001175176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6843126,0.0000122588,0.00004569202,0.0002548004,0.001406385,0.00009818049,0.0000354205,0.0002108178,0.3136238],"genre_scores_gemma":[0.9647596,5.864871e-7,0.0001800249,0.0001167762,0.00009451916,0.0000119871,0.00002002785,0.00002929686,0.03478717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5629104,"threshold_uncertainty_score":0.9805372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288516067115764,"score_gpt":0.3109315046204003,"score_spread":0.2980463439492427,"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."}}