{"id":"W4404842853","doi":"10.1017/9781009423250.014","title":"Coding Examples","year":2024,"lang":"en","type":"other","venue":"","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Coding (social sciences); Mathematics; Statistics","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":[0.00008513199,0.00010605,0.0001368503,0.00009500886,0.000007835111,0.0001365796,0.0004540862,0.00006881102,0.001274864],"category_scores_gemma":[0.000009156116,0.00007350554,0.00004931031,0.0001725628,0.00001383027,0.0000230998,0.0002192153,0.00009794373,0.002390368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006203996,"about_ca_system_score_gemma":0.00001104622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009610921,"about_ca_topic_score_gemma":0.000002655842,"domain_scores_codex":[0.9993675,0.00002209577,0.00006790122,0.0003028968,0.0001106015,0.0001289439],"domain_scores_gemma":[0.9995867,0.00002949365,0.00002425303,0.0003079928,0.000003694888,0.00004783796],"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":[1.38831e-8,0.000002324718,1.246054e-7,0.00001768227,0.000007669507,0.00001051993,0.000006227831,8.708192e-9,0.000006078008,0.1916866,0.6548076,0.1534552],"study_design_scores_gemma":[0.00001331898,0.0000076643,4.833502e-7,0.00006826857,0.00000250657,0.000003044833,0.000001634412,0.001058835,0.00002511929,0.01770182,0.9810016,0.0001157695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.636131e-9,0.0005654331,0.4998522,0.0001365064,0.0006390322,0.00002214563,9.59628e-7,0.0004536899,0.4983301],"genre_scores_gemma":[3.086519e-7,0.00003320933,0.4737493,0.0001166213,0.000177582,0.00000229653,1.871488e-7,0.0000664743,0.5258541],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3261939,"threshold_uncertainty_score":0.9996381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04009487539982778,"score_gpt":0.3134272301250153,"score_spread":0.2733323547251875,"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."}}