{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006291323,0.0009521822,0.000445363,0.001979233,0.001309481,0.002092944,0.001455727,0.001490708,0.4829068],"category_scores_gemma":[0.01028814,0.0003398361,0.0005273291,0.002735062,0.0007163651,0.002270474,0.001448228,0.00142875,0.2401307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477977,"about_ca_system_score_gemma":0.001510964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113209,"about_ca_topic_score_gemma":0.01468085,"domain_scores_codex":[0.9991452,0.000239416,0.00003109037,0.00009239443,0.0003766257,0.0001152786],"domain_scores_gemma":[0.9971527,0.001213699,0.0000687636,0.0005083736,0.0009393884,0.0001170992],"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":[0.00006861067,0.00004742028,0.0001032601,0.0001119389,0.000002141667,0.00008622926,0.00009981061,0.001479016,0.0002901458,0.1755769,0.7367735,0.08536105],"study_design_scores_gemma":[0.00003802279,0.00001055442,0.0002227755,0.0001000098,0.000003986728,0.0001442595,0.00009403383,0.008278363,0.0009862544,0.1282559,0.861843,0.00002305677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001996525,0.0002144348,0.06562132,0.001928361,0.0007148753,0.0002445906,0.01845969,0.005516103,0.9053041],"genre_scores_gemma":[0.03513831,0.0006141979,0.06196661,0.001424461,0.0002164907,0.000811138,0.02880597,0.005263227,0.8657595],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.4829068,"threshold_uncertainty_score":0.7375708,"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."}}