{"id":"W7029737110","doi":"","title":"A Language Engineering Approach to Support the P4 Coding Ecosystem","year":2023,"lang":"en","type":"report","venue":"MacSphere (McMaster University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"DevOps; Coding (social sciences); Syntax; Software; Software development; Software architecture; Abstract syntax; Software development process","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":[],"consensus_categories":[],"category_scores_codex":[0.01624638,0.001331286,0.0005760616,0.002530158,0.001887355,0.008745748,0.005412195,0.002968198,0.007956554],"category_scores_gemma":[0.02999383,0.001539859,0.001887283,0.002329837,0.004044475,0.0129698,0.007557292,0.007978486,0.00577051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002247145,"about_ca_system_score_gemma":0.01079467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003452992,"about_ca_topic_score_gemma":0.002716764,"domain_scores_codex":[0.990568,0.003635886,0.0009933211,0.001173678,0.002960217,0.0006689079],"domain_scores_gemma":[0.9773745,0.006012572,0.000785175,0.008177164,0.006772205,0.0008783812],"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":[0.0001184464,0.0002484025,0.001269335,0.0004371156,0.00003970102,0.001007857,0.005299756,0.00746611,0.02002335,0.785582,0.01941369,0.1590943],"study_design_scores_gemma":[0.0001052619,0.0003153931,0.0004282512,0.0004843497,0.00008972959,0.001913973,0.001368431,0.1175604,0.03882231,0.2463485,0.5923818,0.000181542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001474851,0.00002667567,0.9881074,0.0008563049,0.00007225356,0.0001305862,0.00006139347,0.003576062,0.005694513],"genre_scores_gemma":[0.02673517,0.0001539527,0.9550702,0.0004948029,0.00006811363,0.0004461971,0.0005784531,0.003654472,0.01279862],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01624638,"threshold_uncertainty_score":0.0859201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04542677172446197,"score_gpt":0.2375371411782371,"score_spread":0.1921103694537751,"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."}}