{"id":"W2747772682","doi":"","title":"The study of socio-technical coordination using a socio-technical congruence model","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Sociotechnical system; Interdependence; Congruence (geometry); Technical communication; Empirical research; Knowledge management; Computer science; Engineering; Management science; Psychology; Social psychology; Political science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009900753,0.0003033752,0.0003744063,0.0001336586,0.000310939,0.0001622837,0.001955351,0.0004478568,0.000008496587],"category_scores_gemma":[0.0002972343,0.0002302504,0.000144491,0.0003482948,0.0000606553,0.0005168713,0.0002563212,0.0006563399,0.000003341988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001107986,"about_ca_system_score_gemma":0.0002489758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000361237,"about_ca_topic_score_gemma":0.0001747579,"domain_scores_codex":[0.9979004,0.0001096129,0.0006033292,0.000521041,0.0005739993,0.000291597],"domain_scores_gemma":[0.9974801,0.0005812118,0.0005411038,0.0009613602,0.0003732305,0.00006300482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005733602,0.006034185,0.002129709,0.0008837074,0.0008840124,0.00009230468,0.02276171,0.009771719,0.02512292,0.8189393,0.01849085,0.09431623],"study_design_scores_gemma":[0.001424776,0.002195299,0.005872983,0.0004986422,0.0005849139,0.00008615158,0.003162839,0.8987486,0.005001951,0.07825236,0.001494498,0.002676974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08280431,0.000204084,0.9122949,0.0001010194,0.000502836,0.0009964709,0.000002610811,0.001177349,0.001916482],"genre_scores_gemma":[0.8741518,0.00006738825,0.1244974,0.00001972483,0.00003144333,0.0001137676,0.0000120234,0.00003477624,0.001071661],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8889769,"threshold_uncertainty_score":0.9389338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0426924933587322,"score_gpt":0.3288402474673041,"score_spread":0.2861477541085719,"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."}}