{"id":"W2954536659","doi":"10.1109/icse-companion.2019.00128","title":"Constructural Software Documentation","year":2019,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Documentation; Unit testing; Header; Software documentation; Redundancy (engineering); Software; Software engineering; ENCODE; Programming language; Software development; Software construction; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003853719,0.0009375972,0.0004002328,0.003004906,0.0008154045,0.004084794,0.001634349,0.001253501,0.008786095],"category_scores_gemma":[0.02463848,0.0008699702,0.0005252541,0.00263909,0.001521088,0.004553011,0.003260623,0.001993472,0.003949428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009554561,"about_ca_system_score_gemma":0.002037933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001699295,"about_ca_topic_score_gemma":0.002553661,"domain_scores_codex":[0.9959996,0.001090877,0.0005658747,0.0005349496,0.001623612,0.0001850437],"domain_scores_gemma":[0.9708282,0.008420736,0.002367128,0.01324694,0.004735637,0.0004012899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003512529,0.0002705112,0.01466431,0.001401818,0.00008398407,0.0007155669,0.005216252,0.005635242,0.02786999,0.2757247,0.03771197,0.6303545],"study_design_scores_gemma":[0.0001001533,0.0001948987,0.01319208,0.001294245,0.0001237102,0.001701464,0.0006505451,0.03729951,0.07352941,0.1473664,0.7243686,0.0001788838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02913012,0.000392793,0.9042277,0.0006435654,0.0001010826,0.0002073668,0.003655368,0.03083118,0.03081084],"genre_scores_gemma":[0.3753991,0.000722526,0.5737068,0.000524591,0.0001240657,0.0004271651,0.01327446,0.01150301,0.02431836],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008786095,"threshold_uncertainty_score":0.02939236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624648879982553,"score_gpt":0.2550371852956053,"score_spread":0.2474125364156228,"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."}}