{"id":"W2993204577","doi":"","title":"Empirical Study on Identifying Collaborative Practices in Local Communities","year":2017,"lang":"en","type":"article","venue":"ECONOMIC COMPUTATION AND ECONOMIC CYBERNETICS STUDIES AND RESEARCH","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IBM; Categorical variable; Individualism; Interpretation (philosophy); Process (computing); Quarter (Canadian coin); Productivity; Adaptation (eye); Knowledge management; Multidimensional scaling; Computer science; Management science; Sociology; Political science; Economics; Economic growth; Psychology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001382286,0.0001473334,0.0002907966,0.0003525004,0.001226566,0.001676642,0.0002124363,0.00004122713,0.0000328169],"category_scores_gemma":[0.0001888757,0.0001449283,0.00001750172,0.00005656089,0.0005187179,0.0007674722,0.0008242446,0.0002440659,0.0001222798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952673,"about_ca_system_score_gemma":0.00005550881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003283984,"about_ca_topic_score_gemma":0.02535402,"domain_scores_codex":[0.9989136,0.00008659455,0.0003586998,0.0003157414,0.00009765306,0.0002276739],"domain_scores_gemma":[0.9985189,0.0006805496,0.0004079878,0.0002355435,0.0001368819,0.00002011191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002473927,0.0002014968,0.9444584,0.0001414638,0.0002143305,0.00001524318,0.01527465,0.01296371,0.000001912254,0.007689326,0.00685175,0.01194032],"study_design_scores_gemma":[0.002585233,0.000184541,0.5597448,0.0001285117,0.00002553434,0.000002066776,0.3181847,0.1002648,0.000003561478,0.008561405,0.009955863,0.0003589416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987556,0.000401028,0.00003554289,0.003030481,0.0004561551,0.000481695,0.000004120423,0.00001732084,0.008017669],"genre_scores_gemma":[0.9986773,0.0006156159,0.00003075182,0.000118815,0.0003168501,0.00005442318,0.000004188433,0.00001417924,0.0001678455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847136,"threshold_uncertainty_score":0.9993597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141911410032341,"score_gpt":0.46005425676644,"score_spread":0.2458631157632059,"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."}}