{"id":"W1989015001","doi":"10.1109/iwsm.mensura.2014.48","title":"Software Estimation: Transforming Dust into Pots of Gold?","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Agile software development; Craft; Dark Ages; Alchemy; Software; Extreme programming practices; Estimation; Computer science; COCOMO; Software engineering; Engineering; Art; Software development; Art history; Visual arts; Software development process; Systems engineering; Astronomy; Programming language; Physics; Software construction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01600551,0.0007423359,0.000771126,0.002244567,0.002876842,0.009497539,0.001720064,0.002133519,0.004071679],"category_scores_gemma":[0.07035473,0.0009371499,0.0004510003,0.001861401,0.02048949,0.01753796,0.007668628,0.005564104,0.002145838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003009415,"about_ca_system_score_gemma":0.00372998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008246168,"about_ca_topic_score_gemma":0.007380064,"domain_scores_codex":[0.9851403,0.006801698,0.0006901147,0.001469841,0.00533439,0.0005637329],"domain_scores_gemma":[0.9699824,0.01612641,0.001887963,0.005593167,0.005262057,0.001148112],"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":[0.0002012032,0.0001112403,0.01296492,0.0006709275,0.0001004087,0.0002802385,0.03931472,0.00302442,0.002613574,0.4285673,0.04055999,0.4715911],"study_design_scores_gemma":[0.00005561342,0.0002325171,0.006673967,0.001412805,0.00005941663,0.0006073352,0.02616848,0.00906005,0.004410598,0.5886797,0.3625021,0.0001373947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1592209,0.03105962,0.4361856,0.24285,0.002497487,0.000126416,0.0002767287,0.002703594,0.1250795],"genre_scores_gemma":[0.8711922,0.009510754,0.07957958,0.01192269,0.0009231291,0.00007249943,0.0001467557,0.001183266,0.025469],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01600551,"threshold_uncertainty_score":0.08464628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171284538437409,"score_gpt":0.2560155053073448,"score_spread":0.2443026599229707,"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."}}