{"id":"W2224341679","doi":"","title":"Software estimation: from wishful thinking to sound engineering","year":2015,"lang":"en","type":"article","venue":"Conferencia Iberoamericana de Software Engineering","topic":"Software Reliability and Analysis Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Wishful thinking; Sound (geography); Computer science; Estimation; Engineering; Systems engineering; Acoustics; Psychology; Cognitive psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000676712,0.0004523107,0.0005799968,0.0004663169,0.0001461325,0.0006153241,0.001814415,0.0001688794,0.0000435484],"category_scores_gemma":[0.006619006,0.0005008955,0.0001812869,0.001603711,0.00004136179,0.0006886637,0.0006759843,0.0005609746,0.0001892927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006359929,"about_ca_system_score_gemma":0.0005723702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006914942,"about_ca_topic_score_gemma":0.00002539216,"domain_scores_codex":[0.9966236,0.00007110482,0.0004997805,0.000859868,0.0009794282,0.0009661681],"domain_scores_gemma":[0.996298,0.0009873535,0.0001012563,0.001146018,0.0004057014,0.001061632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000158225,0.00009752632,0.04169316,0.00009718869,0.0002933824,0.0001375155,0.005987128,0.849228,0.0003266065,0.003429132,0.001132758,0.09756182],"study_design_scores_gemma":[0.0007757956,0.0002029675,0.03493013,0.0002973475,0.00007199696,0.00004150879,0.0001886244,0.9519429,0.001053176,0.004957403,0.003907958,0.001630198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1207096,0.0003000011,0.876476,0.0002365722,0.0003277035,0.0002104421,0.0000145466,0.001700719,0.00002437632],"genre_scores_gemma":[0.4810173,0.000005243609,0.5184814,0.0001978534,0.0001478355,0.00006369186,0.00002245647,0.00004265441,0.00002158096],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3603077,"threshold_uncertainty_score":0.9997443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411295807813165,"score_gpt":0.2545124777852503,"score_spread":0.2303995197071187,"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."}}