{"id":"W2128733218","doi":"10.1109/msr.2013.6624011","title":"A study of innovation diffusion through link sharing on stack overflow","year":2013,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Software; Dissemination; Exploit; Resource (disambiguation); World Wide Web; Software development; Shared resource; Software engineering; Operating system; Computer security; Computer network; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0002044385,0.0001125751,0.000140846,0.0002000232,0.0001048703,0.0001683996,0.0007323349,0.00004508559,0.0001283068],"category_scores_gemma":[0.000133696,0.000094463,0.00001610764,0.002482619,0.00001617697,0.001026983,0.0004982365,0.0001363706,0.0001852658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003801029,"about_ca_system_score_gemma":0.00002795149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004105709,"about_ca_topic_score_gemma":0.00001384891,"domain_scores_codex":[0.9986009,0.00002420608,0.000478938,0.000346506,0.0003853582,0.000164087],"domain_scores_gemma":[0.9983404,0.00008088136,0.0001829972,0.0008345615,0.0005436511,0.00001749657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000008340441,0.002310337,0.1082128,0.00002332985,0.00006051127,0.000004885365,0.01540745,0.0006849141,0.005498059,0.7891999,0.005160181,0.07342924],"study_design_scores_gemma":[0.005233913,0.004259608,0.7941604,0.0002255239,0.00001999719,0.000009662237,0.004343055,0.08013874,0.01496805,0.09107545,0.004229235,0.001336317],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7999955,9.822097e-7,0.1910109,0.0007706732,0.0001363519,0.0005195412,4.081414e-7,0.000162298,0.007403377],"genre_scores_gemma":[0.9689135,4.058765e-7,0.02963636,0.000566007,0.0000392468,0.0000399542,0.000002707247,0.000008970691,0.0007928472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6981245,"threshold_uncertainty_score":0.3852089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04614203814548327,"score_gpt":0.2957882307385177,"score_spread":0.2496461925930344,"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."}}