{"id":"W1513816295","doi":"10.22230/src.2014v5n4a181","title":"Research Collaboration as “Layers of Engagement”: INKE in Year Four","year":2014,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Work (physics); Process (computing); Knowledge management; Productivity; Best practice; Reflection (computer programming); Public relations; Project team; Engineering ethics; Sociology; Political science; Process management; Business; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09489861,0.00009506415,0.0002153914,0.00205261,0.001109134,0.0018135,0.001707151,0.0001660628,0.0001656717],"category_scores_gemma":[0.02722694,0.0000787821,0.0000337418,0.005780843,0.0006827717,0.002900769,0.001400553,0.001899855,0.0003159938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614825,"about_ca_system_score_gemma":0.0004729073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002251922,"about_ca_topic_score_gemma":0.002458852,"domain_scores_codex":[0.9785953,0.01515556,0.0006792527,0.0004543319,0.004609167,0.0005063586],"domain_scores_gemma":[0.9849808,0.005315532,0.0001271858,0.001565345,0.007830381,0.0001807791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002645607,0.0007790381,0.06854352,0.00009328549,0.00004956848,0.0000104042,0.02308632,0.0002113916,0.03712019,0.7148814,0.03564201,0.1169373],"study_design_scores_gemma":[0.002204379,0.002230136,0.1193949,0.0002759377,0.000003867877,0.000004505601,0.1047539,0.006894889,0.008043311,0.6713216,0.08458003,0.0002925534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223475,0.0004807914,0.0002249229,0.01707463,0.00005655812,0.0007262198,0.000007602303,0.00001404971,0.05906769],"genre_scores_gemma":[0.9963099,0.0003718331,0.0007669236,0.00002626202,0.00005071719,0.00009577168,0.0000149351,0.00001104485,0.002352608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1166447,"threshold_uncertainty_score":0.9992227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3088112713784174,"score_gpt":0.5572842066191961,"score_spread":0.2484729352407787,"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."}}