{"id":"W177012694","doi":"","title":"Component Based Performance Prediction","year":2007,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Component (thermodynamics); Computer science; Component-based software engineering; Software; Component-based usability testing; Usability; Exploit; Software system; Software sizing; Product (mathematics); Software engineering; Reliability engineering; Operating system; Engineering","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":[0.0002061729,0.00004359263,0.0000456503,0.00004185942,0.0001991412,0.00005412438,0.00003682524,0.00001182641,0.005795677],"category_scores_gemma":[0.00000241007,0.00003453638,0.0000220411,0.00001252236,0.00005552186,0.0001106807,0.000007125914,0.00004179395,0.0001612493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001997857,"about_ca_system_score_gemma":0.000008734365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008911074,"about_ca_topic_score_gemma":0.001781782,"domain_scores_codex":[0.9996182,0.000005855237,0.0001034615,0.00006569094,0.00009926684,0.0001075343],"domain_scores_gemma":[0.9998206,0.00001404219,0.00001846633,0.00006172504,0.00005259,0.00003258203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001310822,0.0006538095,0.07800713,0.0001035013,0.00006138636,0.00001759072,0.005993594,0.000108535,0.003878119,0.8277036,0.05861986,0.02472181],"study_design_scores_gemma":[0.0003184258,0.0001218508,0.08842018,0.00001120771,0.000007265545,6.235438e-7,0.0003140718,0.006385777,0.004384055,0.0001991254,0.8997282,0.0001091914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6827418,0.000004315894,0.000274903,0.00007610694,0.0003410767,0.00004526823,0.000004157403,0.00004848076,0.3164639],"genre_scores_gemma":[0.9865049,0.000002238287,0.00002592798,0.0002654689,0.0002576036,0.00000152823,0.000007928864,0.000003779318,0.01293066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8411084,"threshold_uncertainty_score":0.9951131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03028197867411327,"score_gpt":0.2214242270524822,"score_spread":0.1911422483783689,"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."}}