{"id":"W1971472924","doi":"10.1145/1215942.1215946","title":"How much do technical scientists really cooperate?","year":2006,"lang":"en","type":"article","venue":"ACM SIGCAS Computers and Society","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Teamwork; Personality; Ideal (ethics); Knowledge management; Psychology; Computer science; Engineering ethics; Public relations; Management science; Social psychology; Political science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009916235,0.0002296972,0.0003420561,0.001458666,0.002478824,0.006818996,0.0006165571,0.001789596,0.00221087],"category_scores_gemma":[0.05677186,0.0002756523,0.0003886727,0.001458852,0.003460658,0.004636513,0.001800181,0.001538422,0.001205892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330857,"about_ca_system_score_gemma":0.001750635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008067268,"about_ca_topic_score_gemma":0.001088339,"domain_scores_codex":[0.9884764,0.007114148,0.0004438721,0.0008157854,0.00221101,0.00093876],"domain_scores_gemma":[0.9461755,0.02210912,0.01518054,0.002313761,0.004986198,0.009234872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003322858,0.0003637742,0.6526251,0.0005220196,0.0005104035,0.000562969,0.07872397,0.0004550687,0.001604691,0.01080399,0.02285337,0.2306423],"study_design_scores_gemma":[0.0001107233,0.0005842001,0.6193639,0.0006437039,0.0002684701,0.0025632,0.2462296,0.001466828,0.001171107,0.04500903,0.08243983,0.0001493357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8972546,0.004375149,0.003443089,0.04902328,0.0006499535,0.00004606714,0.0001361793,0.00007159406,0.04500005],"genre_scores_gemma":[0.9943953,0.001001278,0.000428827,0.002524308,0.0001529037,0.000033172,0.00004455037,0.00001405934,0.001405685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9975212,"threshold_uncertainty_score":0.05244267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008286151401523011,"score_gpt":0.2375387208930611,"score_spread":0.229252569491538,"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."}}