{"id":"W1498869709","doi":"10.1109/step.2004.14","title":"Predictive Software Models","year":2006,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Software engineering; Software; Software construction; Software sizing; Verification and validation; Software metric; Predictive modelling; Software development; Data mining; Machine learning; Engineering; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003650339,0.001558122,0.001135646,0.003677251,0.0006487611,0.002952971,0.003506643,0.00162893,0.008415914],"category_scores_gemma":[0.02654432,0.0008580614,0.001929087,0.003882681,0.0009621502,0.005459308,0.001474215,0.002793372,0.00346502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0016637,"about_ca_system_score_gemma":0.001954013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008876162,"about_ca_topic_score_gemma":0.01062622,"domain_scores_codex":[0.9970251,0.0007984461,0.0001678155,0.0009171824,0.0009146332,0.0001768993],"domain_scores_gemma":[0.9845354,0.009861293,0.001136255,0.002723074,0.001562603,0.0001814045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001678068,0.0001776922,0.01099419,0.0003989133,0.0002534378,0.0001288245,0.0001478584,0.7806959,0.0008691447,0.08417433,0.01987945,0.1021125],"study_design_scores_gemma":[0.00001926146,0.00002958843,0.0009012499,0.00005057654,0.00004350035,0.00004970408,0.00002709801,0.918941,0.0004755474,0.07297716,0.006463359,0.00002191336],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03044223,0.001070247,0.9351087,0.001640915,0.0001904046,0.0002810136,0.01502989,0.00454393,0.01169266],"genre_scores_gemma":[0.6263431,0.002617246,0.3192714,0.0007048775,0.000331745,0.001397348,0.03697697,0.0009544895,0.0114029],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008876162,"threshold_uncertainty_score":0.02815402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361609898726341,"score_gpt":0.2297650146816346,"score_spread":0.2161489156943712,"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."}}