{"id":"W2050349725","doi":"10.1145/775047.775095","title":"From run-time behavior to usage scenarios","year":2002,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","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":[0.003524289,0.001057715,0.0004898845,0.003253992,0.000632039,0.0036169,0.001453916,0.001783478,0.001346318],"category_scores_gemma":[0.03588731,0.0008410264,0.0007940075,0.00202381,0.001627908,0.005929189,0.001784685,0.001722502,0.0004876467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009190663,"about_ca_system_score_gemma":0.0009944543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00344687,"about_ca_topic_score_gemma":0.003115337,"domain_scores_codex":[0.9959467,0.001462935,0.0003879777,0.0007149892,0.001191216,0.0002962436],"domain_scores_gemma":[0.9725507,0.01808005,0.002642835,0.004156445,0.001996025,0.0005739822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001203688,0.0007712264,0.2211272,0.001189353,0.0005295989,0.007766923,0.01059597,0.164733,0.02343334,0.09151973,0.006229475,0.4709005],"study_design_scores_gemma":[0.00006135056,0.0003256745,0.04894999,0.0003425797,0.0002122368,0.005715693,0.003289363,0.7483433,0.01789881,0.1555295,0.01913636,0.0001950758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5171269,0.001082062,0.4637241,0.001960396,0.0000395329,0.0002332039,0.001835255,0.005277695,0.008720946],"genre_scores_gemma":[0.9068456,0.0005519875,0.08922406,0.0001295958,0.00002379985,0.0001514151,0.001934206,0.0003137657,0.0008254379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0036169,"threshold_uncertainty_score":0.01863843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431256588352683,"score_gpt":0.2574888682438811,"score_spread":0.2331763023603543,"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."}}