{"id":"W4254634574","doi":"10.1145/1597849.1384387","title":"Complecto mutatio","year":2008,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Mount Royal University","funders":"","keywords":"Computer science; Plan (archaeology); Key (lock); Work (physics); Software; Interface (matter); Software engineering; Architecture; Engineering management; Human–computer interaction; Multimedia; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002141926,0.00009680106,0.00009667611,0.00008865996,0.0001762518,0.00006365598,0.001353224,0.00003251084,0.0001653343],"category_scores_gemma":[0.0005865513,0.00009374959,0.00003397469,0.0002993706,0.00006062195,0.0001543034,0.0003952033,0.0001305037,0.0005241701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000263424,"about_ca_system_score_gemma":0.0000472314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005829877,"about_ca_topic_score_gemma":4.055778e-7,"domain_scores_codex":[0.9991722,0.00001775655,0.0001228207,0.000243377,0.0002249188,0.0002188956],"domain_scores_gemma":[0.9986598,0.0003305759,0.00004796618,0.0008155788,0.00006983255,0.00007618086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003748473,0.0003403885,0.005749495,0.00005334147,0.00008147814,0.001224239,0.004427756,0.0006556846,0.003624763,0.08101955,0.8335077,0.06927813],"study_design_scores_gemma":[0.0002177993,0.0001049308,0.006758247,0.00001038701,0.000003515519,0.0003803039,0.000005238262,0.001113784,0.009862694,0.002883506,0.9783736,0.0002859287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06610727,0.0002886282,0.909542,0.01254956,0.0005141575,0.0002230686,0.000001362299,0.002951322,0.00782267],"genre_scores_gemma":[0.5990135,0.00002853519,0.4000173,0.0005591681,0.00005068438,0.00001377209,9.408187e-7,0.000008816819,0.0003072879],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5329062,"threshold_uncertainty_score":0.6737322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289020173024947,"score_gpt":0.247797553723934,"score_spread":0.2149073519936845,"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."}}