{"id":"W7100069925","doi":"","title":"Opening Words","year":2008,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Event (particle physics); Pride; Process (computing); Quality (philosophy); Point (geometry)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007863419,0.0000342844,0.00003507179,0.00002586324,0.0000504907,0.00003226495,0.0003598103,0.00001485439,0.00003706488],"category_scores_gemma":[0.0000301362,0.00002894787,0.00001366436,0.0001331452,0.000005706505,0.0004326549,0.0001047017,0.00004824913,0.00004735957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004734441,"about_ca_system_score_gemma":0.00001090233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002056515,"about_ca_topic_score_gemma":2.891418e-7,"domain_scores_codex":[0.9997107,0.000006272076,0.00004533811,0.00009001586,0.00006928365,0.00007840546],"domain_scores_gemma":[0.9996777,0.00006509111,0.00001159075,0.0002094927,0.00001016034,0.00002602201],"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":[0.000004909101,0.00007634843,0.01209351,0.00001242188,0.00002934295,0.0004081418,0.002701001,0.0005698951,0.0006907618,0.6706522,0.1042631,0.2084985],"study_design_scores_gemma":[0.0002360009,0.0001395685,0.01083428,0.00001713298,0.000002583218,0.0008338109,0.00001103252,0.08051074,0.01512221,0.005630257,0.8861217,0.0005406729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003434558,0.00004216266,0.9771912,0.0003374198,0.000105455,0.00002117826,2.487948e-8,0.0009609592,0.0179071],"genre_scores_gemma":[0.4262618,0.00001661553,0.5726594,0.0001589415,0.00001700702,0.000002678492,6.586895e-8,0.000001903254,0.0008816447],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7818586,"threshold_uncertainty_score":0.118046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024030509172585,"score_gpt":0.2546105790913727,"score_spread":0.2243702739996468,"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."}}