{"id":"W4226265546","doi":"10.1145/3524842.3528435","title":"Does this apply to me?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canada Research Chairs","keywords":"Computer science; Context (archaeology); Focus (optics); Task (project management); Data science; World Wide Web; Information retrieval; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002481895,0.0004259315,0.0003500024,0.0005414968,0.003122298,0.003000863,0.0005001592,0.002330308,0.04316609],"category_scores_gemma":[0.01901556,0.0001510739,0.0003836374,0.0005541816,0.002176318,0.004764423,0.001895571,0.002915358,0.01854805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195036,"about_ca_system_score_gemma":0.001419071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003461755,"about_ca_topic_score_gemma":0.0052941,"domain_scores_codex":[0.9980682,0.0007829142,0.00007256897,0.0002740611,0.000464629,0.0003377132],"domain_scores_gemma":[0.994599,0.001766217,0.0008250709,0.0002476745,0.001528244,0.001033845],"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":[0.0001429105,0.00009498248,0.02152149,0.0005794673,0.00004615596,0.002499607,0.1113682,0.00006550232,0.001945824,0.05780568,0.6795276,0.1244026],"study_design_scores_gemma":[0.000009253001,0.00005617307,0.006349232,0.0004544092,0.00001510586,0.001493277,0.07076133,0.0001208007,0.0004270377,0.009033765,0.9112298,0.00004977385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.09674425,0.01151789,0.009337508,0.543295,0.01651637,0.0001549291,0.001415772,0.0008017159,0.3202166],"genre_scores_gemma":[0.5276713,0.00973662,0.005589751,0.1591869,0.003747942,0.0001611491,0.000908414,0.0007700174,0.2922279],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9568339,"threshold_uncertainty_score":0.144405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847715162260648,"score_gpt":0.2852877144144154,"score_spread":0.2668105627918089,"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."}}