{"id":"W1988691616","doi":"10.1145/2597073.2597120","title":"Co-evolution of project documentation and popularity within github","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Documentation; Popularity; Reputation; Computer science; Reputation management; World Wide Web; Software documentation; Relation (database); Software; Software development; Database; Software development process; Political science","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":[0.0004175621,0.00004083453,0.00005779085,0.00009231886,0.00002519577,0.00004642726,0.0001587289,0.00002290375,0.000003046007],"category_scores_gemma":[0.000227739,0.00003547462,0.000009607194,0.0001831233,0.00002224875,0.0003053413,0.00004544951,0.00004918118,0.000005051051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003227396,"about_ca_system_score_gemma":0.00002731291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003887489,"about_ca_topic_score_gemma":0.000010642,"domain_scores_codex":[0.999453,0.00003697506,0.00009236071,0.0001364964,0.0001937179,0.00008744834],"domain_scores_gemma":[0.9996158,0.0001094447,0.00002533167,0.0001835861,0.00004083359,0.00002497292],"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":[0.00001224393,0.00007617412,0.462008,0.0001811926,0.00002297706,0.00000205052,0.00152919,0.000439546,0.01285942,0.4992625,0.001353617,0.02225313],"study_design_scores_gemma":[0.0007767358,0.0003739437,0.7099321,0.00003485897,0.000004552223,0.00002570394,0.00006531757,0.2355612,0.04039599,0.01207348,0.0005012124,0.0002547894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3068204,0.00001229599,0.6925781,0.00005562364,0.00004838101,0.00008199969,2.395133e-7,0.00008805374,0.0003148961],"genre_scores_gemma":[0.9353713,8.874076e-7,0.06447886,0.00000879273,0.00001056204,0.00000464529,8.637909e-7,0.000002376233,0.0001217541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6285509,"threshold_uncertainty_score":0.1446613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649266624549378,"score_gpt":0.2998225449878443,"score_spread":0.2833298787423505,"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."}}