{"id":"W2604605458","doi":"10.1108/oir-11-2015-0368","title":"A typology of collaborative research networks","year":2017,"lang":"en","type":"article","venue":"Online Information Review","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Typology; Social network analysis; Originality; Computer science; Value (mathematics); Knowledge management; Data science; Management science; Sociology; Qualitative research; World Wide Web; Social media; Social 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01021755,0.0008233768,0.0006941017,0.009587939,0.004440472,0.009444356,0.00181421,0.002125743,0.005369524],"category_scores_gemma":[0.02819795,0.0003616491,0.001037264,0.01035987,0.01022296,0.01173129,0.004412195,0.001668465,0.0007588773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004188154,"about_ca_system_score_gemma":0.003254104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832968,"about_ca_topic_score_gemma":0.001024059,"domain_scores_codex":[0.9777156,0.0125419,0.001887615,0.002958588,0.004127155,0.0007692087],"domain_scores_gemma":[0.9631199,0.02007058,0.004256256,0.006841348,0.004294361,0.001417515],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003567818,0.00003055995,0.009928496,0.000377494,0.00005211815,0.0003823144,0.02234346,0.002372834,0.0004293786,0.922411,0.004280757,0.03735583],"study_design_scores_gemma":[0.00003290307,0.0000573255,0.004487266,0.0007586042,0.00003777698,0.00210505,0.03785218,0.01309938,0.0004922476,0.7595252,0.1814901,0.00006206095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1309798,0.004365823,0.5079882,0.008539591,0.001539066,0.002754318,0.001964003,0.0005185032,0.3413506],"genre_scores_gemma":[0.8267124,0.001966899,0.1566288,0.000685956,0.0003893538,0.003662396,0.001082089,0.0001159726,0.00875613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9897825,"threshold_uncertainty_score":0.0540362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05020261767323581,"score_gpt":0.4431830241797316,"score_spread":0.3929804065064958,"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."}}