{"id":"W4244606080","doi":"10.1109/icpc.2015.19","title":"Code, Camera, Action: How Software Developers Document and Share Program Knowledge Using YouTube","year":2015,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Documentation; Computer science; Software; World Wide Web; Reputation; Software documentation; Knowledge sharing; Persona; Set (abstract data type); Software development; Code (set theory); Software engineering; Multimedia; Human–computer interaction; Knowledge management; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003283299,0.0001907242,0.0001712538,0.0001407276,0.0002378482,0.0008724977,0.0005469315,0.0000796315,0.00003169726],"category_scores_gemma":[0.00017417,0.000169228,0.00002992933,0.001004974,0.00007381001,0.00144851,0.000562646,0.0001522345,0.00006326924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002129564,"about_ca_system_score_gemma":0.0004251556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005890376,"about_ca_topic_score_gemma":0.00009047193,"domain_scores_codex":[0.998656,0.00005695887,0.0001983264,0.0004703483,0.0002930525,0.0003253134],"domain_scores_gemma":[0.9985465,0.00005010984,0.00008006673,0.000456908,0.0006476372,0.0002187911],"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":[0.00001236285,0.0003520133,0.02642803,0.000103827,0.0001390436,0.00003715087,0.01301239,0.0002189462,0.0001795187,0.01191242,0.03440625,0.9131981],"study_design_scores_gemma":[0.003275232,0.0007190285,0.009771168,0.0003083451,0.00007206235,0.000602001,0.007540135,0.03898171,0.0037556,0.003202678,0.92909,0.002682041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04990207,0.0002202457,0.9422836,0.002485681,0.0007042521,0.0009792543,0.000008205982,0.001131973,0.002284778],"genre_scores_gemma":[0.1928425,0.00000263313,0.8037077,0.0002640514,0.00009701323,0.0001128527,0.00001249396,0.00002148989,0.002939214],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.910516,"threshold_uncertainty_score":0.8413515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231606801978588,"score_gpt":0.3520085764029741,"score_spread":0.2288478962051153,"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."}}