{"id":"W154166809","doi":"10.1007/978-1-84800-044-5_1","title":"Software Engineering Data Collection for Field Studies","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; National Research Council Canada","funders":"","keywords":"Computer science; Software engineering; Software; Field (mathematics); Data collection; Data science; Software analytics; Software development; Software construction; Programming language","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":[0.000517633,0.0002724256,0.0003093602,0.000381238,0.00008661467,0.00009729569,0.001711829,0.0002518128,0.00003146609],"category_scores_gemma":[0.003255808,0.000268313,0.0000768227,0.0001000095,0.00001573753,0.0002651767,0.001217483,0.0003428819,0.00003899461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467166,"about_ca_system_score_gemma":0.00009690994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007306128,"about_ca_topic_score_gemma":0.00001391025,"domain_scores_codex":[0.9983242,0.000002354519,0.0002569998,0.0006791087,0.0003887796,0.0003485425],"domain_scores_gemma":[0.9937979,0.004286288,0.00005133672,0.001532258,0.0002463898,0.00008582549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002894353,0.00002632979,0.0001141237,0.001337741,0.001077441,0.00009967856,0.0002920428,0.0006487037,0.00001387221,0.2629311,0.5838615,0.1495686],"study_design_scores_gemma":[0.0003925869,0.0003137458,0.00004871333,0.0004015029,0.00003885548,0.00003875521,0.000004891174,0.04135048,0.0003905472,0.003335641,0.9527432,0.0009410399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00000126818,0.001680668,0.9900813,0.0001528322,0.001274608,0.0004266199,0.0000136159,0.0009592844,0.005409773],"genre_scores_gemma":[0.00003727292,0.0002903433,0.5496434,0.0001421038,0.0004323761,0.00003689247,0.00004660081,0.00007264427,0.4492984],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4438886,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1441818036823506,"score_gpt":0.3483473955262438,"score_spread":0.2041655918438932,"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."}}