{"id":"W2084739116","doi":"10.1145/1449814.1449865","title":"Collaboration and communication","year":2008,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Software deployment; Computer science; Robustness (evolution); Intellectual property; Function (biology); Risk analysis (engineering); Knowledge management; Process management; Business; Software 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":[0.005400542,0.001050211,0.0007725739,0.002219699,0.005506913,0.01840251,0.001970564,0.004320534,0.04197462],"category_scores_gemma":[0.01342317,0.0004059109,0.0006668841,0.003023329,0.01272656,0.01687421,0.01220977,0.002865507,0.01219307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002576087,"about_ca_system_score_gemma":0.004820474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002336917,"about_ca_topic_score_gemma":0.001479769,"domain_scores_codex":[0.9902923,0.00440265,0.0005795945,0.001641151,0.002123127,0.0009612007],"domain_scores_gemma":[0.9907925,0.003129275,0.0008514955,0.002513944,0.001431252,0.001281519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003290873,0.00002546722,0.0004210943,0.0002519161,0.00003090351,0.0001812995,0.004957369,0.0003697997,0.0004129252,0.9011847,0.02771346,0.06441805],"study_design_scores_gemma":[0.0000154293,0.00003268881,0.0003135,0.0002688437,0.00001427853,0.0003746692,0.002247071,0.0004034592,0.0002335514,0.355781,0.6402944,0.00002116573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005938322,0.01223887,0.08293069,0.02392767,0.002416023,0.0002910851,0.0002501311,0.0004505173,0.8715565],"genre_scores_gemma":[0.5530286,0.02051074,0.0578665,0.01054273,0.003125201,0.001236366,0.0008635469,0.0004553553,0.3523709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04197462,"threshold_uncertainty_score":0.1404191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545703991770884,"score_gpt":0.2473748924472923,"score_spread":0.2319178525295835,"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."}}