{"id":"W2196480854","doi":"10.22230/src.2015v6n4a198","title":"“INKE-cubating” Research Networks, Projects, and Partnerships: Reflections on INKE’s Fifth Year","year":2015,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada; University of Warwick","keywords":"General partnership; Work (physics); Public relations; Knowledge management; Humanism; Scale (ratio); Sociology; Political science; Business; Engineering ethics; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.03975279,0.0006447911,0.0005670621,0.001946041,0.03890778,0.03625369,0.004309566,0.008142493,0.005099721],"category_scores_gemma":[0.04919444,0.0007969099,0.0006561592,0.001610629,0.04024706,0.02266542,0.03169264,0.02062835,0.001210385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01322196,"about_ca_system_score_gemma":0.01207709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009047626,"about_ca_topic_score_gemma":0.01942961,"domain_scores_codex":[0.9561664,0.03344276,0.0005127689,0.001327459,0.003053664,0.0054969],"domain_scores_gemma":[0.9501156,0.02601255,0.002343932,0.003028477,0.003768573,0.01473081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004543506,0.0001352268,0.001519705,0.00008860252,0.00001005957,0.001538995,0.8406932,0.0001788772,0.0003846164,0.1095139,0.02424163,0.02164972],"study_design_scores_gemma":[0.000007804661,0.00004472913,0.000513062,0.0001479151,0.000003141886,0.0005545143,0.6612273,0.0001739792,0.0003473651,0.00848812,0.3284508,0.00004114425],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4032578,0.005519854,0.02022803,0.3468823,0.005288003,0.0003015293,0.00008608591,0.0003831211,0.2180533],"genre_scores_gemma":[0.9232202,0.001629203,0.005790127,0.01919481,0.000389644,0.0001980173,0.00003710218,0.0002871592,0.04925369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9637463,"threshold_uncertainty_score":0.2102354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6952270596567346,"score_gpt":0.4642323520373695,"score_spread":0.2309947076193651,"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."}}