{"id":"W6926494428","doi":"10.20374/net.ubuntunet.repository/72","title":"Collaboration in Academia: Motives, Forms and Impacts on scientific Productivity","year":2017,"lang":"en","type":"article","venue":"UbuntuNet Alliance","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Pretext; The Internet; Work (physics); Scientific literature; Focus (optics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0004114746,0.0001456159,0.0001210509,0.00003041161,0.0004758576,0.0002618582,0.0002733343,0.0001627805,0.0001446491],"category_scores_gemma":[0.0001771072,0.0001314331,0.00001293265,0.0001525529,0.0005295509,0.001246795,0.0002515827,0.0003240522,0.0002978254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000360771,"about_ca_system_score_gemma":0.00002064362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002454817,"about_ca_topic_score_gemma":0.0008551356,"domain_scores_codex":[0.9987264,0.00002145761,0.0001386137,0.0004768471,0.0002677783,0.0003689372],"domain_scores_gemma":[0.9993622,0.00001480799,0.0001195374,0.0003978887,0.000003540473,0.0001019754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006487265,0.000137349,0.9612886,0.00002089208,0.000005671171,0.00001796847,0.001994969,0.0004548253,0.009928767,0.0007370423,0.009380136,0.01596896],"study_design_scores_gemma":[0.0003431838,0.00003833446,0.9656017,0.00002217265,0.000001796836,0.000001281375,0.0001484957,0.0001551531,0.005560409,0.001811294,0.0261441,0.0001721012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867284,0.00004176269,0.000003333472,0.003563866,0.0001239425,0.0003395877,0.000004744168,0.0000152717,0.009179097],"genre_scores_gemma":[0.9931004,0.00008958368,0.0001698864,0.0002194374,0.00003430818,0.00002070654,0.000006394744,0.00001085829,0.006348397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01676396,"threshold_uncertainty_score":0.5359688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345359657619924,"score_gpt":0.2718302828648877,"score_spread":0.2583766862886885,"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."}}