{"id":"W4238395569","doi":"10.1145/1094855.1094878","title":"Agile environments...","year":2005,"lang":"en","type":"article","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Professional Engineers Ontario","funders":"","keywords":"Agile software development; Work (physics); Culture change; Organizational culture; Business; Engineering management; Computer science; Knowledge management; Operations management; Engineering; Process management; Public relations; Software engineering; Sociology; Political science","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":[0.002692071,0.0007099102,0.0002307156,0.0006919288,0.001715984,0.00473396,0.0009642255,0.001167707,0.1082775],"category_scores_gemma":[0.004530997,0.0004299404,0.0004365308,0.0007425545,0.0006616691,0.003862373,0.005155709,0.002398136,0.08886205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449121,"about_ca_system_score_gemma":0.001687326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259823,"about_ca_topic_score_gemma":0.003010119,"domain_scores_codex":[0.9979911,0.0007732987,0.0001043335,0.0001798737,0.000704697,0.0002467635],"domain_scores_gemma":[0.9973641,0.0004669928,0.0001798808,0.0005625846,0.000615921,0.0008105825],"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":[0.00003288918,0.00009367736,0.001120667,0.0002090904,0.00001436538,0.0001741835,0.002756011,0.0002835138,0.001281088,0.04448163,0.5700807,0.3794723],"study_design_scores_gemma":[0.000006360665,0.00001644035,0.000278601,0.00006375,0.000001800553,0.0001457014,0.0003935266,0.0001028148,0.0001504255,0.003202896,0.9956286,0.000009062944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005601635,0.002969817,0.1206501,0.02330454,0.004725438,0.000538415,0.001808016,0.01392116,0.8264809],"genre_scores_gemma":[0.06108578,0.004889649,0.1351197,0.01216394,0.0008663465,0.0008708794,0.002470336,0.004433258,0.7781001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1082775,"threshold_uncertainty_score":0.3622243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004107342676813589,"score_gpt":0.1659957898540474,"score_spread":0.1618884471772338,"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."}}