{"id":"W2775837068","doi":"","title":"Collaboration in scientific research : factors that Influence effective collaboration during a period of transformational change","year":2017,"lang":"en","type":"article","venue":"VIURRSpace (Vancouver Island University)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FPInnovations; Government of Canada; Australian Government; Technische Universiteit Eindhoven; Yale University","keywords":"Period (music); Transformational leadership; Political science; Public relations","routes":{"ca_aff":false,"ca_fund":true,"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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002112923,0.000154214,0.0002708844,0.002001538,0.002001261,0.001134996,0.0009548567,0.0001319381,0.00006978494],"category_scores_gemma":[0.0009997503,0.0001365521,0.00006352229,0.003507082,0.0005836322,0.006092094,0.0002639299,0.0002677577,0.0000263427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004434251,"about_ca_system_score_gemma":0.0005394985,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002224943,"about_ca_topic_score_gemma":0.04061921,"domain_scores_codex":[0.9962595,0.0005505573,0.0002631429,0.0005261864,0.002009705,0.0003909761],"domain_scores_gemma":[0.995858,0.0003424225,0.0003191768,0.0006776872,0.002682762,0.00012002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.01059441,0.001420719,0.3969209,0.000454772,0.0002003699,0.0005634046,0.4371054,0.004698337,0.08050109,0.02076154,0.03968038,0.007098619],"study_design_scores_gemma":[0.005612289,0.0009044623,0.6367393,0.0003602288,0.00002272364,0.000003034326,0.2684993,0.004507606,0.03504628,0.002818598,0.04480738,0.0006788858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815522,0.00002027552,0.0001398219,0.001370539,0.0004908684,0.001027842,0.0001734688,0.00001435379,0.01521058],"genre_scores_gemma":[0.989304,0.000009437659,0.00003612481,0.000002408658,0.00003600246,0.00001282049,0.000003075528,0.000007445093,0.01058871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2398183,"threshold_uncertainty_score":0.999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06731322342378142,"score_gpt":0.3723742321739415,"score_spread":0.3050610087501601,"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."}}