{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00131364,0.001957564,0.001624587,0.002012495,0.001996948,0.004566434,0.002403756,0.003835099,0.8032392],"category_scores_gemma":[0.004842045,0.0009760043,0.001006771,0.001067594,0.0009216004,0.002530758,0.003005399,0.003322324,0.702372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009910152,"about_ca_system_score_gemma":0.002534169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316532,"about_ca_topic_score_gemma":0.004606361,"domain_scores_codex":[0.9988392,0.0001583366,0.00006421103,0.0002784926,0.0004850693,0.0001746904],"domain_scores_gemma":[0.9980902,0.0003409576,0.0001061064,0.0002293601,0.0005549496,0.0006784294],"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":[0.0003846882,0.0001293859,0.0004156271,0.0006019553,0.00003428267,0.0003765719,0.00007225162,0.00008710614,0.001338027,0.00409164,0.7797742,0.2126943],"study_design_scores_gemma":[0.00003739538,0.00005113912,0.0004045802,0.0002946645,0.00002032458,0.0004739889,0.00007174379,0.00007733348,0.0006041448,0.00108677,0.9968624,0.00001534747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001262683,0.02642041,0.002790533,0.02409658,0.01074411,0.000262801,0.004432456,0.002394229,0.9275962],"genre_scores_gemma":[0.004715904,0.01065736,0.001060694,0.002367177,0.0007050125,0.000120907,0.001965047,0.0004191842,0.9779888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8032392,"threshold_uncertainty_score":0.2806554,"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."}}