{"id":"W4400480682","doi":"10.48550/arxiv.2407.05519","title":"GitHub Marketplace for Automation and Innovation in Software Production","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Automation; Production (economics); Software; Business; Manufacturing engineering; Industrial organization; Computer science; Software engineering; Engineering; Economics; Operating system; Microeconomics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01061125,0.001059352,0.0006759179,0.01536697,0.00301027,0.01225393,0.002497695,0.002780186,0.03357587],"category_scores_gemma":[0.03028231,0.0006971283,0.001399883,0.01538048,0.004313181,0.01965045,0.01316225,0.002459709,0.0117849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004177326,"about_ca_system_score_gemma":0.006547104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005861647,"about_ca_topic_score_gemma":0.007534012,"domain_scores_codex":[0.9920812,0.002234077,0.000609314,0.00159476,0.002538278,0.0009423119],"domain_scores_gemma":[0.9569801,0.01794895,0.007040538,0.008139634,0.004888069,0.005002791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006723468,0.0003160511,0.02667616,0.003299288,0.00011653,0.001469851,0.01191591,0.001232345,0.003854614,0.2519627,0.2750218,0.4234625],"study_design_scores_gemma":[0.0001326765,0.0002215373,0.02756972,0.001367421,0.00005895883,0.0009037604,0.003309428,0.002339561,0.00196767,0.03910875,0.9228262,0.000194465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1636088,0.03022751,0.1410041,0.03930231,0.003260481,0.003085887,0.02614005,0.07379088,0.5195801],"genre_scores_gemma":[0.6231161,0.01170055,0.2040372,0.007938265,0.003434731,0.00477199,0.03079882,0.01349468,0.1007077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03357587,"threshold_uncertainty_score":0.1123224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05940025555273198,"score_gpt":0.202893312828358,"score_spread":0.143493057275626,"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."}}