{"id":"W2519233216","doi":"10.1109/wcnc.2016.7564814","title":"Student/supervisor collaboration and usage patterns of publications available on ResearchGate","year":2016,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Supervisor; Computer science; World Wide Web; Data science; Political science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004647948,0.00005759875,0.000102318,0.0003822939,0.0001435843,0.000498424,0.000630702,0.00001814873,0.003213905],"category_scores_gemma":[0.00196473,0.00003025786,0.00001921432,0.0008539867,0.00006491097,0.0004285492,0.000424897,0.00002607984,0.00102959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001784146,"about_ca_system_score_gemma":0.00003119239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005014542,"about_ca_topic_score_gemma":0.0001597597,"domain_scores_codex":[0.9976141,0.0001449021,0.00035402,0.0004967115,0.001237886,0.000152405],"domain_scores_gemma":[0.9974132,0.0009730909,0.00009242616,0.0009937979,0.0004431718,0.00008426542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002052956,0.0002294061,0.151111,0.000006039754,0.00001730497,9.738856e-7,0.0005042402,0.00001021903,0.003023832,0.04339322,0.6445673,0.157116],"study_design_scores_gemma":[0.001363171,0.0003469768,0.4709662,0.00007733468,0.00001037463,0.000001138473,0.004572511,0.002057608,0.004865738,0.008415206,0.5070594,0.000264274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178825,0.00001704415,0.01219574,0.01220691,0.000274058,0.0003025389,0.0001125495,0.0000489734,0.05695967],"genre_scores_gemma":[0.868058,0.00001751429,0.0004005608,0.00009469075,0.00001711966,0.000008269599,0.000003808842,0.000002848026,0.1313972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3198552,"threshold_uncertainty_score":0.9997482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2201856876439235,"score_gpt":0.435856417086074,"score_spread":0.2156707294421505,"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."}}