{"id":"W1985363770","doi":"10.1109/ms.2004.1270761","title":"A little knowledge about software","year":2004,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Personal software process; Social software engineering; Software peer review; Software Engineering Process Group; Software development; Software engineering; Computer science; Team software process; Surprise; Software construction; Software walkthrough; Deliverable; Software analytics; Software; Software project management; Engineering management; Engineering; Systems engineering","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":[0.001949353,0.0007865772,0.0009972536,0.002597031,0.002148385,0.005361429,0.001574045,0.003188519,0.1035433],"category_scores_gemma":[0.0117301,0.0004940936,0.0007044751,0.003166701,0.00351282,0.01225892,0.003019192,0.005039027,0.0753306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002234858,"about_ca_system_score_gemma":0.003554394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475954,"about_ca_topic_score_gemma":0.002827986,"domain_scores_codex":[0.9968637,0.0004246684,0.0001551201,0.0004756015,0.0018967,0.0001842345],"domain_scores_gemma":[0.9910755,0.003269967,0.0005270691,0.001796813,0.00207363,0.001256986],"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":[0.00005584717,0.000121996,0.001523546,0.001757395,0.00004034612,0.0002660032,0.001072462,0.0003399341,0.001423128,0.06595904,0.426825,0.5006152],"study_design_scores_gemma":[0.000003562661,0.00003428229,0.0006777282,0.0009542053,0.00001100491,0.0005390391,0.0002499022,0.0001115131,0.000238676,0.02504359,0.9721226,0.00001405405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0069601,0.2451457,0.02167338,0.1716035,0.01253313,0.00007904191,0.001548245,0.001738365,0.5387184],"genre_scores_gemma":[0.09117791,0.3021533,0.02149426,0.11635,0.0129096,0.0001598662,0.003449644,0.001167448,0.4511379],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1035433,"threshold_uncertainty_score":0.3463867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737448514325522,"score_gpt":0.2711319030498229,"score_spread":0.2537574179065676,"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."}}