{"id":"W2615656263","doi":"10.1109/icst.2017.27","title":"Broadcast vs. Unicast Review Technology: Does It Matter?","year":2017,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Unicast; Computer science; Software quality; Quality (philosophy); Software; Code (set theory); Order (exchange); Process (computing); Software engineering; Software development; Computer network; Multicast; Business; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000329546,0.0001141174,0.000181938,0.0001174001,0.0002072494,0.000298089,0.003744879,0.00006489307,0.0002870021],"category_scores_gemma":[0.0007439721,0.00007767299,0.00004428384,0.0002015638,0.0001109858,0.0004151422,0.001505486,0.0002127605,0.001977143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003100608,"about_ca_system_score_gemma":0.00003791354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002430186,"about_ca_topic_score_gemma":0.000005920831,"domain_scores_codex":[0.9988989,0.00001467826,0.000153138,0.0003571412,0.0002502849,0.0003258242],"domain_scores_gemma":[0.9968795,0.0001086692,0.00005579648,0.002786273,0.00008652369,0.00008326735],"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":[0.000003563972,0.0001165448,0.1414334,0.001498406,0.00007333777,0.0002737527,0.0001030609,0.00001153207,0.0004653911,0.03560962,0.3578439,0.4625675],"study_design_scores_gemma":[0.0005840674,0.0001322409,0.08397695,0.003270205,0.00001518093,0.0002462379,0.00001477836,0.003080716,0.004253789,0.002770493,0.9007219,0.0009334407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007597239,0.00874611,0.4298969,0.5155931,0.001628714,0.001069661,0.000005667283,0.003205158,0.03225744],"genre_scores_gemma":[0.6716532,0.01052972,0.2674703,0.009217117,0.0002383515,0.0002084214,0.000002517012,0.0000811081,0.04059932],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6640559,"threshold_uncertainty_score":0.9987999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081967236820706,"score_gpt":0.3106040579628137,"score_spread":0.2897843855946066,"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."}}