{"id":"W4255535035","doi":"10.1007/978-1-4615-1681-1_1","title":"Introduction","year":2001,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Subroutine; Programmer; Programming language; Computer science; Code (set theory); Modular design; Argument (complex analysis); Object (grammar); Set (abstract data type); Artificial intelligence","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":[0.0001492301,0.0001821881,0.0001853019,0.0001153204,0.00002671636,0.00003412928,0.0005286273,0.00015738,0.000287207],"category_scores_gemma":[0.0001174764,0.000169677,0.00006040576,0.00003097206,0.00002569901,0.0001954465,0.000201747,0.0002430891,0.0004195131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006027152,"about_ca_system_score_gemma":0.00001822942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.58565e-7,"about_ca_topic_score_gemma":4.035914e-7,"domain_scores_codex":[0.9991671,0.000007643879,0.0001396475,0.0003961989,0.0001491023,0.0001402803],"domain_scores_gemma":[0.9989865,0.0001383724,0.00005951866,0.0007301052,0.00004978624,0.00003576222],"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":[3.842488e-7,9.013421e-7,5.504895e-8,0.000004466313,0.000008298778,0.00001049661,0.000007811574,0.002079404,0.00000779557,0.8961846,0.01493376,0.08676204],"study_design_scores_gemma":[0.00001794881,0.00001450407,8.885232e-7,0.000005340687,0.000002103679,0.00002969047,2.054943e-7,0.0000923294,0.00005516036,0.3179656,0.6816664,0.0001498181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[1.876799e-8,0.0001329787,0.6042953,0.0005055809,0.0009193047,0.00003725155,2.26512e-7,0.0008574252,0.393252],"genre_scores_gemma":[6.087794e-7,0.000102273,0.4690032,0.00004232763,0.0005691802,0.000001500971,0.000001590032,0.00001275731,0.5302666],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6667327,"threshold_uncertainty_score":0.6919228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03849930434400268,"score_gpt":0.2611981419838026,"score_spread":0.2226988376398,"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."}}